Eyke Hüllermeier

eyke@uni-paderborn.de
ID
48129

439 Publications

Mark all

[439]
2024 | Journal Article | LibreCat-ID: 53073
@article{Muschalik_Fumagalli_Hammer_Huellermeier_2024, title={Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles}, volume={38}, DOI={10.1609/aaai.v38i13.29352}, number={13}, journal={Proceedings of the AAAI Conference on Artificial Intelligence}, publisher={Association for the Advancement of Artificial Intelligence (AAAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={14388–14396} }
LibreCat | DOI
 
[438]
2023 | Preprint | LibreCat-ID: 44512 | OA
@article{Uhlemeyer_Lienen_Hüllermeier_Gottschalk_2023, title={Detecting Novelties with Empty Classes}, journal={arXiv:2305.00983}, author={Uhlemeyer, Svenja and Lienen, Julian and Hüllermeier, Eyke and Gottschalk, Hanno}, year={2023} }
LibreCat | Download (ext.) | arXiv
 
[437]
2023 | Conference Paper | LibreCat-ID: 31880 | OA
@inproceedings{Nguyen_Levie_Lienen_Kutyniok_Hüllermeier_2023, title={Memorization-Dilation: Modeling Neural Collapse Under Noise}, booktitle={International Conference on Learning Representations, ICLR}, author={Nguyen, Duc Anh and Levie, Ron and Lienen, Julian and Kutyniok, Gitta and Hüllermeier, Eyke}, year={2023} }
LibreCat | Download (ext.)
 
[436]
2023 | Book Chapter | LibreCat-ID: 45884 | OA
@inbook{Hanselle_Hüllermeier_Mohr_Ngonga Ngomo_Sherif_Tornede_Wever_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Configuration and Evaluation}, volume={412}, DOI={10.5281/zenodo.8068466}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Hanselle, Jonas Manuel and Hüllermeier, Eyke and Mohr, Felix and Ngonga Ngomo, Axel-Cyrille and Sherif, Mohamed and Tornede, Alexander and Wever, Marcel Dominik}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={85–104}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }
LibreCat | Files available | DOI
 
[435]
2023 | Book Chapter | LibreCat-ID: 45886 | OA
@inbook{Wehrheim_Hüllermeier_Becker_Becker_Richter_Sharma_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Composition Analysis in Unknown Contexts}, volume={412}, DOI={10.5281/zenodo.8068510}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike and Hüllermeier, Eyke and Becker, Steffen and Becker, Matthias and Richter, Cedric and Sharma, Arnab}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={105–123}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }
LibreCat | Files available | DOI
 
[434]
2023 | Preprint | LibreCat-ID: 45911 | OA
@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2023} }
LibreCat | Download (ext.) | arXiv
 
[433]
2023 | Journal Article | LibreCat-ID: 21600
@article{Dellnitz_Hüllermeier_Lücke_Ober-Blöbaum_Offen_Peitz_Pfannschmidt_2023, title={Efficient time stepping for numerical integration using reinforcement  learning}, volume={45}, DOI={10.1137/21M1412682}, number={2}, journal={SIAM Journal on Scientific Computing}, author={Dellnitz, Michael and Hüllermeier, Eyke and Lücke, Marvin and Ober-Blöbaum, Sina and Offen, Christian and Peitz, Sebastian and Pfannschmidt, Karlson}, year={2023}, pages={A579–A595} }
LibreCat | Files available | DOI | Download (ext.) | arXiv
 
[432]
2023 | Conference Paper | LibreCat-ID: 51373
@inproceedings{Hanselle_Fürnkranz_Hüllermeier_2023, place={Cham}, series={Lecture Notes in Computer Science}, title={Probabilistic Scoring Lists for Interpretable Machine Learning}, volume={14050}, DOI={10.1007/978-3-031-45275-8_13}, booktitle={26th International Conference on Discovery Science }, publisher={Springer Nature Switzerland}, author={Hanselle, Jonas Manuel and Fürnkranz, Johannes and Hüllermeier, Eyke}, year={2023}, pages={189–203}, collection={Lecture Notes in Computer Science} }
LibreCat | DOI
 
[431]
2023 | Book Chapter | LibreCat-ID: 48776
@inbook{Muschalik_Fumagalli_Hammer_Huellermeier_2023, place={Cham}, title={iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams}, DOI={10.1007/978-3-031-43418-1_26}, booktitle={Machine Learning and Knowledge Discovery in Databases: Research Track}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat | DOI
 
[430]
2023 | Book Chapter | LibreCat-ID: 48778
@inbook{Muschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, place={Cham}, title={iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios}, DOI={10.1007/978-3-031-44064-9_11}, booktitle={Communications in Computer and Information Science}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat | DOI
 
[429]
2023 | Conference Paper | LibreCat-ID: 48775
@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={On Feature Removal for Explainability in Dynamic Environments}, DOI={10.14428/esann/2023.es2023-148}, booktitle={ESANN 2023 proceedings}, publisher={i6doc.com publ.}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }
LibreCat | DOI
 
[428]
2023 | Conference Paper | LibreCat-ID: 52230
@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title={SHAP-IQ: Unified Approximation of any-order Shapley Interactions}, volume={36}, booktitle={NeurIPS 2023 - Advances in Neural Information Processing Systems}, publisher={Curran Associates, Inc.}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={11515--11551} }
LibreCat
 
[427]
2022 | Preprint | LibreCat-ID: 30868
@article{Schede_Brandt_Tornede_Wever_Bengs_Hüllermeier_Tierney_2022, title={A Survey of Methods for Automated Algorithm Configuration}, journal={arXiv:2202.01651}, author={Schede, Elias and Brandt, Jasmin and Tornede, Alexander and Wever, Marcel Dominik and Bengs, Viktor and Hüllermeier, Eyke and Tierney, Kevin}, year={2022} }
LibreCat | arXiv
 
[426]
2022 | Conference Paper | LibreCat-ID: 32311
@inproceedings{Sharma_Melnikov_Hüllermeier_Wehrheim_2022, title={Property-Driven Testing of Black-Box Functions}, booktitle={Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)}, publisher={IEEE}, author={Sharma, Arnab and Melnikov, Vitaly and Hüllermeier, Eyke and Wehrheim, Heike}, year={2022}, pages={113–123} }
LibreCat
 
[425]
2022 | Conference Paper | LibreCat-ID: 34542
@inproceedings{Campagner_Lienen_Hüllermeier_Ciucci_2022, title={Scikit-Weak: A Python Library for Weakly Supervised Machine Learning}, volume={13633}, booktitle={Lecture Notes in Computer Science}, publisher={Springer}, author={Campagner, Andrea and Lienen, Julian and Hüllermeier, Eyke and Ciucci, Davide}, year={2022}, pages={57–70} }
LibreCat
 
[424]
2022 | Preprint | LibreCat-ID: 31546 | OA
@article{Lienen_Demir_Hüllermeier_2022, title={Conformal Credal Self-Supervised Learning}, journal={arXiv:2205.15239}, author={Lienen, Julian and Demir, Caglar and Hüllermeier, Eyke}, year={2022} }
LibreCat | Download (ext.)
 
[423]
2022 | Preprint | LibreCat-ID: 30867
@article{Tornede_Bengs_Hüllermeier_2022, title={Machine Learning for Online Algorithm Selection under Censored Feedback}, journal={Proceedings of the 36th AAAI Conference on Artificial Intelligence}, publisher={AAAI}, author={Tornede, Alexander and Bengs, Viktor and Hüllermeier, Eyke}, year={2022} }
LibreCat | arXiv
 
[422]
2022 | Preprint | LibreCat-ID: 30865
@article{Tornede_Gehring_Tornede_Wever_Hüllermeier_2022, title={Algorithm Selection on a Meta Level}, journal={Machine Learning}, author={Tornede, Alexander and Gehring, Lukas and Tornede, Tanja and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2022} }
LibreCat | arXiv
 
[421]
2022 | Journal Article | LibreCat-ID: 33090
@article{Gevers_Tornede_Wever_Schöppner_Hüllermeier_2022, title={A comparison of heuristic, statistical, and machine learning methods for heated tool butt welding of two different materials}, DOI={10.1007/s40194-022-01339-9}, journal={Welding in the World}, publisher={Springer Science and Business Media LLC}, author={Gevers, Karina and Tornede, Alexander and Wever, Marcel Dominik and Schöppner, Volker and Hüllermeier, Eyke}, year={2022} }
LibreCat | DOI
 
[420]
2022 | Report | LibreCat-ID: 36227
@book{Hammer_Hüllermeier_Lohweg_Schneider_Schenck_Kuhl_Braun_Pfeifer_Holst_Schmidt_et al._2022, title={Schlussbericht ITS.ML: Intelligente Technische Systeme der nächsten Generation durch Maschinelles Lernen. Forschungsvorhaben zur automatisierten Analyse von Daten mittels Maschinellen Lernens}, DOI={10.4119/unibi/2965622}, author={Hammer, Barbara and Hüllermeier, Eyke and Lohweg, Volker and Schneider, Alexander and Schenck, Wolfram and Kuhl, Ulrike and Braun, Marco and Pfeifer, Anton and Holst, Christoph-Alexander and Schmidt, Malte and et al.}, year={2022} }
LibreCat | DOI
 
[419]
2022 | Journal Article | LibreCat-ID: 48780
@article{Muschalik_Fumagalli_Hammer_Huellermeier_2022, title={Agnostic Explanation of Model Change based on Feature Importance}, volume={36}, DOI={10.1007/s13218-022-00766-6}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2022}, pages={211–224} }
LibreCat | DOI
 
[418]
2021 | Journal Article | LibreCat-ID: 24143
@article{Drees_Gupta_Hüllermeier_Jager_Konze_Priesterjahn_Ramaswamy_Somorovsky_2021, title={Automated Detection of Side Channels in Cryptographic Protocols: DROWN the ROBOTs!}, journal={14th ACM Workshop on Artificial Intelligence and Security}, author={Drees, Jan Peter and Gupta, Pritha and Hüllermeier, Eyke and Jager, Tibor and Konze, Alexander and Priesterjahn, Claudia and Ramaswamy, Arunselvan and Somorovsky, Juraj}, year={2021} }
LibreCat
 
[417]
2021 | Journal Article | LibreCat-ID: 24148
@article{Ramaswamy_Hüllermeier_2021, title={Deep Q-Learning: Theoretical Insights from an Asymptotic Analysis}, journal={IEEE Transactions on Artificial Intelligence (to appear)}, author={Ramaswamy, Arunselvan and Hüllermeier, Eyke}, year={2021} }
LibreCat
 
[416]
2021 | Journal Article | LibreCat-ID: 21004
@article{Wever_Tornede_Mohr_Hüllermeier_2021, title={AutoML for Multi-Label Classification: Overview and Empirical Evaluation}, DOI={10.1109/tpami.2021.3051276}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, author={Wever, Marcel Dominik and Tornede, Alexander and Mohr, Felix and Hüllermeier, Eyke}, year={2021}, pages={1–1} }
LibreCat | DOI
 
[415]
2021 | Journal Article | LibreCat-ID: 21092
@article{Mohr_Wever_Tornede_Hüllermeier, title={Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, publisher={IEEE}, author={Mohr, Felix and Wever, Marcel Dominik and Tornede, Alexander and Hüllermeier, Eyke} }
LibreCat
 
[414]
2021 | Conference Paper | LibreCat-ID: 21570
@inproceedings{Tornede_Tornede_Wever_Hüllermeier_2021, title={Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, author={Tornede, Tanja and Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2021} }
LibreCat
 
[413]
2021 | Journal Article | LibreCat-ID: 21636
@article{Lienen_Hüllermeier_2021, title={Instance weighting through data imprecisiation}, journal={International Journal of Approximate Reasoning}, publisher={Elsevier}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2021} }
LibreCat | Download (ext.)
 
[412]
2021 | Conference Paper | LibreCat-ID: 21637 | OA
@inproceedings{Lienen_Hüllermeier_2021, title={From Label Smoothing to Label Relaxation}, volume={35}, number={10}, booktitle={Proceedings of the 35th AAAI Conference on Artificial Intelligence, AAAI}, publisher={AAAI Press}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2021}, pages={8583–8591} }
LibreCat | Download (ext.)
 
[411]
2021 | Conference Paper | LibreCat-ID: 23779
@inproceedings{Bernijazov_Dicks_Dumitrescu_Foullois_Hanselle_Hüllermeier_Karakaya_Ködding_Lohweg_Malatyali_et al._2021, title={A Meta-Review on Artificial Intelligence in Product Creation}, booktitle={Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)}, author={Bernijazov, Ruslan and Dicks, Alexander and Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas Manuel and Hüllermeier, Eyke and Karakaya, Gökce and Ködding, Patrick and Lohweg, Volker and Malatyali, Manuel and et al.}, year={2021} }
LibreCat | Download (ext.)
 
[410]
2021 | Conference Paper | LibreCat-ID: 22280
@inproceedings{Lienen_Hüllermeier_Ewerth_Nommensen_2021, title={Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model}, booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR}, author={Lienen, Julian and Hüllermeier, Eyke and Ewerth, Ralph and Nommensen, Nils}, year={2021}, pages={14595–14604} }
LibreCat
 
[409]
2021 | Preprint | LibreCat-ID: 22509 | OA
@article{Lienen_Hüllermeier_2021, title={Credal Self-Supervised Learning}, journal={arXiv:2106.11853}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2021} }
LibreCat | Download (ext.)
 
[408]
2021 | Conference Paper | LibreCat-ID: 22913
@inproceedings{Hüllermeier_Mohr_Tornede_Wever_2021, title={Automated Machine Learning, Bounded Rationality, and Rational Metareasoning}, author={Hüllermeier, Eyke and Mohr, Felix and Tornede, Alexander and Wever, Marcel Dominik}, year={2021} }
LibreCat
 
[407]
2021 | Conference Paper | LibreCat-ID: 27381
@inproceedings{Damke_Hüllermeier_2021, series={Lecture Notes in Computer Science}, title={Ranking Structured Objects with Graph Neural Networks}, volume={12986}, DOI={10.1007/978-3-030-88942-5}, booktitle={Proceedings of The 24th International Conference on Discovery Science (DS 2021)}, publisher={Springer}, author={Damke, Clemens and Hüllermeier, Eyke}, editor={Soares, Carlos and Torgo, Luis}, year={2021}, pages={166–180}, collection={Lecture Notes in Computer Science} }
LibreCat | DOI | arXiv
 
[406]
2021 | Preprint | LibreCat-ID: 30866
@article{Tornede_Tornede_Hanselle_Wever_Mohr_Hüllermeier_2021, title={Towards Green Automated Machine Learning: Status Quo and Future Directions}, journal={arXiv:2111.05850}, author={Tornede, Tanja and Tornede, Alexander and Hanselle, Jonas Manuel and Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2021} }
LibreCat | arXiv
 
[405]
2021 | Conference Paper | LibreCat-ID: 21198
@article{Hanselle_Tornede_Wever_Hüllermeier_2021, series={PAKDD}, title={Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data}, author={Hanselle, Jonas Manuel and Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2021}, collection={PAKDD} }
LibreCat
 
[404]
2021 | Book Chapter | LibreCat-ID: 29292 | OA
@inbook{Feldhans_Wilke_Heindorf_Shaker_Hammer_Ngonga Ngomo_Hüllermeier_2021, place={Cham}, title={Drift Detection in Text Data with Document Embeddings}, DOI={10.1007/978-3-030-91608-4_11}, booktitle={Intelligent Data Engineering and Automated Learning – IDEAL 2021}, publisher={Springer International Publishing}, author={Feldhans, Robert and Wilke, Adrian and Heindorf, Stefan and Shaker, Mohammad Hossein and Hammer, Barbara and Ngonga Ngomo, Axel-Cyrille and Hüllermeier, Eyke}, year={2021} }
LibreCat | Files available | DOI | Download (ext.)
 
[403]
2021 | Working Paper | LibreCat-ID: 45616
@book{van Straaten_Melnikov_Hüllermeier_Mir Djawadi_Fahr_2021, series={Working Papers Dissertations}, title={Accounting for Heuristics in Reputation Systems: An Interdisciplinary Approach on Aggregation Processes}, volume={72}, author={van Straaten, Dirk and Melnikov, Vitalik and Hüllermeier, Eyke and Mir Djawadi, Behnud and Fahr, René}, year={2021}, collection={Working Papers Dissertations} }
LibreCat
 
[402]
2021 | Journal Article | LibreCat-ID: 24456 | OA
@article{Rohlfing_Cimiano_Scharlau_Matzner_Buhl_Buschmeier_Esposito_Grimminger_Hammer_Haeb-Umbach_et al._2021, title={Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems}, volume={13}, DOI={10.1109/tcds.2020.3044366}, number={3}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina J. and Cimiano, Philipp and Scharlau, Ingrid and Matzner, Tobias and Buhl, Heike M. and Buschmeier, Hendrik and Esposito, Elena and Grimminger, Angela and Hammer, Barbara and Haeb-Umbach, Reinhold and et al.}, year={2021}, pages={717–728} }
LibreCat | Files available | DOI
 
[401]
2020 | Preprint | LibreCat-ID: 19603 | OA
@article{Bode_Heid_Weber_Hüllermeier_Wallscheid_2020, title={Towards a Scalable and Flexible Simulation and Testing Environment  Toolbox for Intelligent Microgrid Control}, journal={arXiv:2005.04869}, author={Bode, Henrik and Heid, Stefan Helmut and Weber, Daniel and Hüllermeier, Eyke and Wallscheid, Oliver}, year={2020} }
LibreCat | Download (ext.)
 
[400]
2020 | Conference Paper | LibreCat-ID: 19953 | OA
@inproceedings{Damke_Melnikov_Hüllermeier_2020, place={Bangkok, Thailand}, series={Proceedings of Machine Learning Research}, title={A Novel Higher-order Weisfeiler-Lehman Graph Convolution}, volume={129}, booktitle={Proceedings of the 12th Asian Conference on Machine Learning (ACML 2020)}, publisher={PMLR}, author={Damke, Clemens and Melnikov, Vitaly and Hüllermeier, Eyke}, editor={Jialin Pan, Sinno and Sugiyama, MasashiEditors}, year={2020}, pages={49–64}, collection={Proceedings of Machine Learning Research} }
LibreCat | Files available | arXiv
 
[399]
2020 | Preprint | LibreCat-ID: 20211 | OA
@article{Lienen_Hüllermeier_2020, title={Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce  model}, journal={arXiv:2010.13118}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2020} }
LibreCat | Download (ext.)
 
[398]
2020 | Conference Paper | LibreCat-ID: 24146
@inproceedings{Heid_Ramaswamy_Hüllermeier_2020, title={Constrained Multi-Agent Optimization with Unbounded Information Delay}, volume={26}, booktitle={Proceedings-30. Workshop Computational Intelligence: Berlin, 26.-27. November 2020}, author={Heid, Stefan Helmut and Ramaswamy, Arunselvan and Hüllermeier, Eyke}, year={2020}, pages={247} }
LibreCat
 
[397]
2020 | Conference Paper | LibreCat-ID: 17407
@inproceedings{Tornede_Wever_Hüllermeier_2020, title={Extreme Algorithm Selection with Dyadic Feature Representation}, booktitle={Discovery Science}, author={Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2020} }
LibreCat
 
[396]
2020 | Conference Paper | LibreCat-ID: 17408
@inproceedings{Hanselle_Tornede_Wever_Hüllermeier_2020, title={Hybrid Ranking and Regression for Algorithm Selection}, booktitle={KI 2020: Advances in Artificial Intelligence}, author={Hanselle, Jonas Manuel and Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2020} }
LibreCat
 
[395]
2020 | Conference Paper | LibreCat-ID: 17424
@inproceedings{Tornede_Tornede_Wever_Mohr_Hüllermeier_2020, title={AutoML for Predictive Maintenance: One Tool to RUL Them All}, DOI={10.1007/978-3-030-66770-2_8}, booktitle={Proceedings of the ECMLPKDD 2020}, author={Tornede, Tanja and Tornede, Alexander and Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2020} }
LibreCat | DOI
 
[394]
2020 | Preprint | LibreCat-ID: 17605 | OA
@article{Heid_Wever_Hüllermeier, title={Reliable Part-of-Speech Tagging of Historical Corpora through Set-Valued Prediction}, journal={Journal of Data Mining and Digital Humanities}, publisher={episciences}, author={Heid, Stefan Helmut and Wever, Marcel Dominik and Hüllermeier, Eyke} }
LibreCat | Download (ext.)
 
[393]
2020 | Conference Paper | LibreCat-ID: 20306
@inproceedings{Tornede_Wever_Hüllermeier_2020, title={Towards Meta-Algorithm Selection}, booktitle={Workshop MetaLearn 2020 @ NeurIPS 2020}, author={Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2020} }
LibreCat
 
[392]
2020 | Book Chapter | LibreCat-ID: 18014
@inbook{El Mesaoudi-Paul_Weiß_Bengs_Hüllermeier_Tierney_2020, place={Cham}, series={Lecture Notes in Computer Science}, title={Pool-Based Realtime Algorithm Configuration: A Preselection Bandit Approach}, volume={12096}, DOI={10.1007/978-3-030-53552-0_22}, booktitle={Learning and Intelligent Optimization. LION 2020.}, publisher={Springer}, author={El Mesaoudi-Paul, Adil and Weiß, Dimitri and Bengs, Viktor and Hüllermeier, Eyke and Tierney, Kevin}, year={2020}, pages={216–232}, collection={Lecture Notes in Computer Science} }
LibreCat | DOI
 
[391]
2020 | Preprint | LibreCat-ID: 18017
@article{El Mesaoudi-Paul_Bengs_Hüllermeier, title={Online Preselection with Context Information under the Plackett-Luce  Model}, journal={arXiv:2002.04275}, author={El Mesaoudi-Paul, Adil and Bengs, Viktor and Hüllermeier, Eyke} }
LibreCat
 
[390]
2020 | Conference Paper | LibreCat-ID: 18276
@inproceedings{Tornede_Wever_Werner_Mohr_Hüllermeier_2020, title={Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis}, booktitle={ACML 2020}, author={Tornede, Alexander and Wever, Marcel Dominik and Werner, Stefan and Mohr, Felix and Hüllermeier, Eyke}, year={2020} }
LibreCat | Download (ext.)
 
[389]
2020 | Journal Article | LibreCat-ID: 16725
@article{Richter_Hüllermeier_Jakobs_Wehrheim, title={Algorithm Selection for Software Validation Based on Graph Kernels}, journal={Journal of Automated Software Engineering}, publisher={Springer}, author={Richter, Cedric and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike} }
LibreCat
 
[388]
2020 | Conference Paper | LibreCat-ID: 15629
@inproceedings{Wever_Tornede_Mohr_Hüllermeier, title={LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification}, publisher={Springer}, author={Wever, Marcel Dominik and Tornede, Alexander and Mohr, Felix and Hüllermeier, Eyke} }
LibreCat
 
[387]
2019 | Conference Abstract | LibreCat-ID: 8868
@inproceedings{Wever_Mohr_Hüllermeier_Hetzer_2019, title={Towards Automated Machine Learning for Multi-Label Classification}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke and Hetzer, Alexander}, year={2019} }
LibreCat | Files available
 
[386]
2019 | Journal Article | LibreCat-ID: 10578
@article{Tagne_Fotso_Fono_Hüllermeier_2019, title={Choice Functions Generated by Mallows and Plackett–Luce Relations}, volume={15}, number={2}, journal={New Mathematics and Natural Computation}, author={Tagne, V. K. and Fotso, S. and Fono, L. A. and Hüllermeier, Eyke}, year={2019}, pages={191–213} }
LibreCat
 
[385]
2019 | Journal Article | LibreCat-ID: 15001
@article{Couso_Borgelt_Hüllermeier_Kruse_2019, title={Fuzzy Sets in Data Analysis: From Statistical Foundations to Machine Learning}, DOI={10.1109/mci.2018.2881642}, journal={IEEE Computational Intelligence Magazine}, author={Couso, Ines and Borgelt, Christian and Hüllermeier, Eyke and Kruse, Rudolf}, year={2019}, pages={31–44} }
LibreCat | DOI
 
[384]
2019 | Journal Article | LibreCat-ID: 15002 | OA
@article{Waegeman_Dembczynski_Hüllermeier_2019, title={Multi-target prediction: a unifying view on problems and methods}, volume={33}, DOI={10.1007/s10618-018-0595-5}, number={2}, journal={Data Mining and Knowledge Discovery}, author={Waegeman, Willem and Dembczynski, Krzysztof and Hüllermeier, Eyke}, year={2019}, pages={293–324} }
LibreCat | Files available | DOI
 
[383]
2019 | Conference Paper | LibreCat-ID: 15003
@inproceedings{Mortier_Wydmuch_Dembczynski_Hüllermeier_Waegeman_2019, title={Set-Valued Prediction in Multi-Class Classification}, booktitle={Proceedings of the 31st Benelux Conference on Artificial Intelligence {(BNAIC} 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Brussels, Belgium, November 6-8, 2019}, author={Mortier, Thomas and Wydmuch, Marek and Dembczynski, Krzysztof and Hüllermeier, Eyke and Waegeman, Willem}, year={2019} }
LibreCat
 
[382]
2019 | Book Chapter | LibreCat-ID: 15004
@inbook{Ahmadi Fahandar_Hüllermeier_2019, place={Cham}, title={Feature Selection for Analogy-Based Learning to Rank}, DOI={10.1007/978-3-030-33778-0_22}, booktitle={Discovery Science}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[381]
2019 | Book Chapter | LibreCat-ID: 15005
@inbook{Ahmadi Fahandar_Hüllermeier_2019, place={Cham}, title={Analogy-Based Preference Learning with Kernels}, DOI={10.1007/978-3-030-30179-8_3}, booktitle={KI 2019: Advances in Artificial Intelligence}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[380]
2019 | Book Chapter | LibreCat-ID: 15006
@inbook{Nguyen_Destercke_Hüllermeier_2019, place={Cham}, title={Epistemic Uncertainty Sampling}, DOI={10.1007/978-3-030-33778-0_7}, booktitle={Discovery Science}, author={Nguyen, Vu-Linh and Destercke, Sébastien and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[379]
2019 | Conference Paper | LibreCat-ID: 15007 | OA
@inproceedings{Melnikov_Hüllermeier_2019, title={Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA}, DOI={10.1016/j.jmva.2019.02.017}, booktitle={Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101)}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2019} }
LibreCat | Files available | DOI
 
[378]
2019 | Conference Paper | LibreCat-ID: 15011 | OA
@inproceedings{Tornede_Wever_Hüllermeier_2019, title={Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking}, booktitle={Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019}, publisher={KIT Scientific Publishing, Karlsruhe}, author={Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, editor={Hoffmann, Frank and Hüllermeier, Eyke and Mikut, RalfEditors}, year={2019}, pages={135–146} }
LibreCat | Files available
 
[377]
2019 | Conference Paper | LibreCat-ID: 15013
@inproceedings{Brinker_Hüllermeier_2019, place={Würzburg, Germany}, title={A Reduction of Label Ranking to Multiclass Classification}, booktitle={Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases}, author={Brinker, Klaus and Hüllermeier, Eyke}, year={2019} }
LibreCat
 
[376]
2019 | Conference Paper | LibreCat-ID: 15014
@inproceedings{Hüllermeier_Couso_Diestercke_2019, title={Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants}, booktitle={Proceedings SUM 2019, International Conference on Scalable Uncertainty Management}, author={Hüllermeier, Eyke and Couso, Ines and Diestercke, Sebastian}, year={2019} }
LibreCat
 
[375]
2019 | Journal Article | LibreCat-ID: 15015
@article{Henzgen_Hüllermeier_2019, title={Mining Rank Data}, DOI={10.1145/3363572}, journal={ACM Transactions on Knowledge Discovery from Data}, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2019}, pages={1–36} }
LibreCat | DOI
 
[374]
2019 | Conference Abstract | LibreCat-ID: 13132
@inproceedings{Mohr_Wever_Tornede_Hüllermeier_2019, place={Bonn}, series={INFORMATIK 2019, Lecture Notes in Informatics (LNI), Gesellschaft für Informatik}, title={From Automated to On-The-Fly Machine Learning}, booktitle={INFORMATIK 2019: 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft}, publisher={Gesellschaft für Informatik e.V.}, author={Mohr, Felix and Wever, Marcel Dominik and Tornede, Alexander and Hüllermeier, Eyke}, year={2019}, pages={273–274}, collection={INFORMATIK 2019, Lecture Notes in Informatics (LNI), Gesellschaft für Informatik} }
LibreCat
 
[373]
2019 | Conference Paper | LibreCat-ID: 10232 | OA
@inproceedings{Wever_Mohr_Tornede_Hüllermeier_2019, title={Automating Multi-Label Classification Extending ML-Plan}, author={Wever, Marcel Dominik and Mohr, Felix and Tornede, Alexander and Hüllermeier, Eyke}, year={2019} }
LibreCat | Files available
 
[372]
2019 | Journal Article | LibreCat-ID: 20243
@article{Rohlfing_Leonardi_Nomikou_Rączaszek-Leonardi_Hüllermeier_2019, title={Multimodal Turn-Taking: Motivations, Methodological Challenges, and Novel Approaches}, DOI={10.1109/TCDS.2019.2892991}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina and Leonardi, Giuseppe and Nomikou, Iris and Rączaszek-Leonardi, Joanna and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[371]
2018 | Conference Paper | LibreCat-ID: 2479 | OA
@inproceedings{Mohr_Wever_Hüllermeier_Faez_2018, place={San Francisco, CA, USA}, title={(WIP) Towards the Automated Composition of Machine Learning Services}, DOI={10.1109/SCC.2018.00039}, booktitle={SCC}, publisher={IEEE}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke and Faez, Amin}, year={2018} }
LibreCat | Files available | DOI | Download (ext.)
 
[370]
2018 | Conference Paper | LibreCat-ID: 2857 | OA
@inproceedings{Mohr_Lettmann_Hüllermeier_Wever_2018, title={Programmatic Task Network Planning}, booktitle={Proceedings of the 1st ICAPS Workshop on Hierarchical Planning}, publisher={AAAI}, author={Mohr, Felix and Lettmann, Theodor and Hüllermeier, Eyke and Wever, Marcel Dominik}, year={2018}, pages={31–39} }
LibreCat | Files available | Download (ext.)
 
[369]
2018 | Conference Paper | LibreCat-ID: 2471 | OA
@inproceedings{Mohr_Wever_Hüllermeier_2018, place={San Francisco, CA, USA}, title={On-The-Fly Service Construction with Prototypes}, DOI={10.1109/SCC.2018.00036}, booktitle={SCC}, publisher={IEEE Computer Society}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | DOI | Download (ext.)
 
[368]
2018 | Journal Article | LibreCat-ID: 3402
@article{Melnikov_Hüllermeier_2018, title={On the effectiveness of heuristics for learning nested dichotomies: an empirical analysis}, DOI={10.1007/s10994-018-5733-1}, journal={Machine Learning}, author={Melnikov, Vitalik and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | DOI
 
[367]
2018 | Journal Article | LibreCat-ID: 3510 | OA
@article{Mohr_Wever_Hüllermeier_2018, title={ML-Plan: Automated Machine Learning via Hierarchical Planning}, DOI={10.1007/s10994-018-5735-z}, journal={Machine Learning}, publisher={Springer}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={1495–1515} }
LibreCat | Files available | DOI | Download (ext.)
 
[366]
2018 | Conference Paper | LibreCat-ID: 3552 | OA
@inproceedings{Mohr_Wever_Hüllermeier, place={‘s-Hertogenbosch, the Netherlands}, title={Reduction Stumps for Multi-Class Classification}, DOI={10.1007/978-3-030-01768-2_19}, booktitle={Proceedings of the Symposium on Intelligent Data Analysis}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke} }
LibreCat | Files available | DOI | Download (ext.)
 
[365]
2018 | Conference Paper | LibreCat-ID: 3852 | OA
@inproceedings{Wever_Mohr_Hüllermeier_2018, title={ML-Plan for Unlimited-Length Machine Learning Pipelines}, booktitle={ICML 2018 AutoML Workshop}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | Download (ext.)
 
[364]
2018 | Conference Paper | LibreCat-ID: 2109 | OA
@inproceedings{Wever_Mohr_Hüllermeier_2018, place={Kyoto, Japan}, title={Ensembles of Evolved Nested Dichotomies for Classification}, DOI={10.1145/3205455.3205562}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018}, publisher={ACM}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | DOI | Download (ext.)
 
[363]
2018 | Preprint | LibreCat-ID: 17713 | OA
@article{Wever_Mohr_Hüllermeier_2018, title={Automated Multi-Label Classification based on ML-Plan}, publisher={Arxiv}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat | Download (ext.)
 
[362]
2018 | Preprint | LibreCat-ID: 17714 | OA
@article{Mohr_Wever_Hüllermeier_2018, title={Automated machine learning service composition}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018} }
LibreCat | Download (ext.)
 
[361]
2018 | Book Chapter | LibreCat-ID: 6423
@inbook{Schäfer_Hüllermeier_2018, place={Cham}, title={Preference-Based Reinforcement Learning Using Dyad Ranking}, DOI={10.1007/978-3-030-01771-2_11}, booktitle={Discovery Science}, publisher={Springer International Publishing}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2018}, pages={161–175} }
LibreCat | Files available | DOI
 
[360]
2018 | Conference (Editor) | LibreCat-ID: 10591
@book{Abiteboul_Arenas_Barceló_Bienvenu_Calvanese_David_Hull_Hüllermeier_Kimelfeld_Libkin_et al._2018, title={Research Directions for Principles of Data Management}, volume={7}, number={1}, year={2018}, pages={1–29} }
LibreCat
 
[359]
2018 | Book Chapter | LibreCat-ID: 10783
@inbook{Couso_Hüllermeier_2018, title={Statistical Inference for Incomplete Ranking Data: A Comparison of two likelihood-based estimators}, booktitle={Frontiers in Computational Intelligence}, publisher={Springer}, author={Couso, Ines and Hüllermeier, Eyke}, editor={Mostaghim, Sanaz and Nürnberger, Andreas and Borgelt, ChristianEditors}, year={2018}, pages={31–46} }
LibreCat
 
[358]
2018 | Journal Article | LibreCat-ID: 16038
@article{Schäfer_Hüllermeier_2018, title={Dyad ranking using Plackett-Luce models based on joint feature representations}, volume={107}, number={5}, journal={Machine Learning}, author={Schäfer, D. and Hüllermeier, Eyke}, year={2018}, pages={903–941} }
LibreCat
 
[357]
2018 | Conference Paper | LibreCat-ID: 10145
@inproceedings{Ahmadi Fahandar_Hüllermeier_2018, title={Learning to Rank Based on Analogical Reasoning}, booktitle={Proc. 32 nd AAAI Conference on Artificial Intelligence (AAAI)}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2018}, pages={2951–2958} }
LibreCat
 
[356]
2018 | Conference Paper | LibreCat-ID: 10148
@inproceedings{El Mesaoudi-Paul_Hüllermeier_Busa-Fekete_2018, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn}, title={Ranking Distributions based on Noisy Sorting}, booktitle={Proc. 35th Int. Conference on Machine Learning (ICML)}, publisher={Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn}, author={El Mesaoudi-Paul, Adil and Hüllermeier, Eyke and Busa-Fekete, Robert}, year={2018}, pages={3469–3477}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn} }
LibreCat
 
[355]
2018 | Conference Paper | LibreCat-ID: 10149
@inproceedings{Hesse_Timmermann_Hüllermeier_Trächtler_2018, title={A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart}, booktitle={Proc. 4th Int. Conference on System-Integrated Intelligence: Intelligent, Flexible and Connected Systems in Products and Production, Procedia Manufacturing 24}, author={Hesse, M. and Timmermann, J. and Hüllermeier, Eyke and Trächtler, Ansgar}, year={2018}, pages={15–20} }
LibreCat
 
[354]
2018 | Book Chapter | LibreCat-ID: 10152
@inbook{Mencia_Fürnkranz_Hüllermeier_Rapp_2018, series={The Springer Series on Challenges in Machine Learning}, title={Learning interpretable rules for multi-label classification}, booktitle={Explainable and Interpretable Models in Computer Vision and Machine Learning}, publisher={Springer}, author={Mencia, E.Loza and Fürnkranz, J. and Hüllermeier, Eyke and Rapp, M.}, editor={Jair Escalante, H. and Escalera, S. and Guyon, I. and Baro, X. and Güclüütürk, Y. and Güclü, U. and van Gerven, M.A.J.Editors}, year={2018}, pages={81–113}, collection={The Springer Series on Challenges in Machine Learning} }
LibreCat
 
[353]
2018 | Conference Paper | LibreCat-ID: 10181
@inproceedings{Nguyen_Destercke_Masson_Hüllermeier_2018, title={Reliable Multi-class Classification based on Pairwise Epistemic and Aleatoric Uncertainty}, booktitle={Proc. 27th Int.Joint Conference on Artificial Intelligence (IJCAI)}, author={Nguyen, Vu-Linh and Destercke, Sebastian and Masson, M.-H. and Hüllermeier, Eyke}, year={2018}, pages={5089–5095} }
LibreCat
 
[352]
2018 | Conference Paper | LibreCat-ID: 10184
@inproceedings{Schäfer_Hüllermeier_2018, title={Preference-Based Reinforcement Learning Using Dyad Ranking}, booktitle={Proc. 21st Int. Conference on Discovery Science (DS)}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2018}, pages={161–175} }
LibreCat
 
[351]
2018 | Journal Article | LibreCat-ID: 10276
@article{Schäfer_Hüllermeier_2018, title={Dyad Ranking Using Plackett-Luce Models based on joint feature representations}, volume={107}, number={5}, journal={Machine Learning}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2018}, pages={903–941} }
LibreCat
 
[350]
2018 | Conference Abstract | LibreCat-ID: 1379 | OA
@inproceedings{Seemann_Geierhos_Merten_Tophinke_Wever_Hüllermeier_2018, title={Supporting the Cognitive Process in Annotation Tasks}, booktitle={Postersession Computerlinguistik der 40. Jahrestagung der Deutschen Gesellschaft für Sprachwissenschaft}, author={Seemann, Nina and Geierhos, Michaela and Merten, Marie-Luis and Tophinke, Doris and Wever, Marcel Dominik and Hüllermeier, Eyke}, editor={Eckart, Kerstin and Schlechtweg, Dominik }, year={2018} }
LibreCat | Files available | Download (ext.)
 
[349]
2018 | Journal Article | LibreCat-ID: 22996
@article{Hesse_Timmermann_Hüllermeier_Trächtler_2018, title={A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart}, volume={24}, journal={Procedia Manufacturing}, author={Hesse, Michael and Timmermann, Julia and Hüllermeier, Eyke and Trächtler, Ansgar}, year={2018}, pages={15–20} }
LibreCat
 
[348]
2017 | Conference Paper | LibreCat-ID: 3325
@inproceedings{Melnikov_Hüllermeier_2017, title={Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics}, DOI={10.5445/KSP/1000074341}, booktitle={Proceedings. 27. Workshop Computational Intelligence, Dortmund, 23. - 24. November 2017}, publisher={KIT Scientific Publishing}, author={Melnikov, Vitalik and Hüllermeier, Eyke}, year={2017} }
LibreCat | Files available | DOI
 
[347]
2017 | Conference Paper | LibreCat-ID: 71
@inproceedings{Czech_Hüllermeier_Jakobs_Wehrheim_2017, series={SWAN’17}, title={Predicting Rankings of Software Verification Tools}, DOI={10.1145/3121257.3121262}, booktitle={Proceedings of the 3rd International Workshop on Software Analytics}, author={Czech, Mike and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike}, year={2017}, pages={23–26}, collection={SWAN’17} }
LibreCat | Files available | DOI
 
[346]
2017 | Report | LibreCat-ID: 72
@book{Czech_Hüllermeier_Jakobs_Wehrheim_2017, title={Predicting Rankings of Software Verification Competitions}, author={Czech, Mike and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike}, year={2017} }
LibreCat | Files available
 
[345]
2017 | Encyclopedia Article | LibreCat-ID: 10589
@inbook{Fürnkranz_Hüllermeier_2017, title={Preference Learning}, booktitle={Encyclopedia of Machine Learning and Data Mining}, author={Fürnkranz, J. and Hüllermeier, Eyke}, year={2017}, pages={1000–1005} }
LibreCat
 
[344]
2017 | Book Chapter | LibreCat-ID: 10784
@inbook{Fürnkranz_Hüllermeier_2017, title={Preference Learning}, volume={107}, booktitle={Encyclopedia of Machine Learning and Data Mining}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Sammut, C. and Webb, G.I.Editors}, year={2017}, pages={1000–1005} }
LibreCat
 
[343]
2017 | Conference Paper | LibreCat-ID: 1180 | OA
@inproceedings{Wever_Mohr_Hüllermeier_2017, place={Dortmund}, title={Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization}, booktitle={27th Workshop Computational Intelligence}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2017} }
LibreCat | Files available | Download (ext.)
 
[342]
2017 | Conference Paper | LibreCat-ID: 15397
@inproceedings{Melnikov_Hüllermeier_2017, title={Optimizing the structure of nested dichotomies. A comparison of two heuristics}, booktitle={in Proceedings 27th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, Eyke and Mikut, R.Editors}, year={2017}, pages={1–12} }
LibreCat
 
[341]
2017 | Conference Paper | LibreCat-ID: 15399
@inproceedings{Czech_Hüllermeier_Jacobs_Wehrheim_2017, title={Predicting rankings of software verification tools}, booktitle={in Proceedings ESEC/FSE Workshops 2017 - 3rd ACM SIGSOFT, International Workshop on Software Analytics (SWAN 2017), Paderborn Germany}, author={Czech, M. and Hüllermeier, Eyke and Jacobs, M.C. and Wehrheim, Heike}, year={2017} }
LibreCat
 
[340]
2017 | Conference Paper | LibreCat-ID: 15110
@inproceedings{Couso_Dubois_Hüllermeier_2017, title={Maximum likelihood estimation and coarse data}, booktitle={in Proceedings SUM 2017, 11th International Conference on Scalable Uncertainty Management, Granada, Spain}, publisher={Springer}, author={Couso, Ines and Dubois, D. and Hüllermeier, Eyke}, year={2017}, pages={3–16} }
LibreCat
 
[339]
2017 | Conference Paper | LibreCat-ID: 10204
@inproceedings{Ewerth_Springstein_Müller_Balz_Gehlhaar_Naziyok_Dembczynski_Hüllermeier_2017, title={Estimating relative depth in single images via rankboost}, booktitle={Proc. IEEE Int. Conf. on Multimedia and Expo (ICME 2017)}, author={Ewerth, Ralph and Springstein, M. and Müller, E. and Balz, A. and Gehlhaar, J. and Naziyok, T. and Dembczynski, K. and Hüllermeier, Eyke}, year={2017}, pages={919–924} }
LibreCat
 
[338]
2017 | Conference Paper | LibreCat-ID: 10205
@inproceedings{Ahmadi Fahandar_Hüllermeier_Couso_2017, title={Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent  Coarsening}, booktitle={Proc. 34th Int. Conf. on Machine Learning (ICML 2017)}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke and Couso, Ines}, year={2017}, pages={1078–1087} }
LibreCat
 
[337]
2017 | Conference Paper | LibreCat-ID: 10206 | OA
@inproceedings{Mohr_Lettmann_Hüllermeier_2017, title={Planning with Independent Task Networks}, DOI={10.1007/978-3-319-67190-1_15}, booktitle={Proc. 40th Annual German Conference on Advances in Artificial Intelligence (KI 2017)}, author={Mohr, Felix and Lettmann, Theodor and Hüllermeier, Eyke}, year={2017}, pages={193–206} }
LibreCat | Files available | DOI
 
[336]
2017 | Conference Paper | LibreCat-ID: 10207
@inproceedings{Czech_Hüllermeier_Jakobs_Wehrheim_2017, title={Predicting rankings of software verification tools}, booktitle={Proc. 3rd ACM SIGSOFT Int. I Workshop on Software Analytics (SWAN@ESEC/SIGSOFT FSE 2017}, author={Czech, M. and Hüllermeier, Eyke and Jakobs, M.-C. and Wehrheim, Heike}, year={2017}, pages={23–26} }
LibreCat
 
[335]
2017 | Conference Paper | LibreCat-ID: 10208
@inproceedings{Couso_Dubois_Hüllermeier_2017, title={Maximum Likelihood Estimation and Coarse Data}, booktitle={Proc. 11th Int. Conf. on Scalable Uncertainty Management (SUM 2017)}, author={Couso, Ines and Dubois, D. and Hüllermeier, Eyke}, year={2017}, pages={3–16} }
LibreCat
 
[334]
2017 | Conference Paper | LibreCat-ID: 10209
@inproceedings{Ahmadi Fahandar_Hüllermeier_2017, title={Learning to Rank based on Analogical Reasoning}, booktitle={Proc. AAAI 2017, 32nd AAAI Conference on Artificial Intelligence}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2017} }
LibreCat
 
[333]
2017 | Conference Paper | LibreCat-ID: 10212
@inproceedings{Hoffmann_Hüllermeier_Mikut_2017, title={(Hrsg.) Proceedings 27. Workshop Computational Intelligence, KIT Scientific Publishing, Karlsruhe, Germany 2017}, author={Hoffmann, F. and Hüllermeier, Eyke and Mikut, R.}, year={2017} }
LibreCat
 
[332]
2017 | Conference Paper | LibreCat-ID: 10213
@inproceedings{Melnikov_Hüllermeier_2017, title={Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics}, booktitle={Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2017}, pages={1–12} }
LibreCat
 
[331]
2017 | Conference Paper | LibreCat-ID: 10216
@inproceedings{Shaker_Heldt_Hüllermeier_2017, title={Learning TSK Fuzzy Rules from Data Streams}, booktitle={Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases, Skopje, Macedonia}, author={Shaker, Ammar and Heldt, W. and Hüllermeier, Eyke}, year={2017} }
LibreCat
 
[330]
2017 | Journal Article | LibreCat-ID: 10267
@article{Bräuning_Hüllermeier_Keller_Glaum_2017, title={Lexicographic preferences for predictive modeling of human decision making. A new machine learning method with an application  in accounting}, volume={258}, number={1}, journal={European Journal of Operational Research}, author={Bräuning, M. and Hüllermeier, Eyke and Keller, T. and Glaum, M.}, year={2017}, pages={295–306} }
LibreCat
 
[329]
2017 | Journal Article | LibreCat-ID: 10268
@article{Platenius_Shaker_Becker_Hüllermeier_Schäfer_2017, title={Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic}, volume={43}, number={8}, journal={IEEE Transactions on Software Engineering}, author={Platenius, M.-C. and Shaker, Ammar and Becker, M. and Hüllermeier, Eyke and Schäfer, W.}, year={2017}, pages={739–759} }
LibreCat
 
[328]
2017 | Journal Article | LibreCat-ID: 10269
@article{Hüllermeier_2017, title={From Knowledge-based to Data-driven Modeling of Fuzzy Rule-based Systems: A Critical Reflection}, number={abs/1712.00646}, journal={The Computing Research Repository  (CoRR)}, author={Hüllermeier, Eyke}, year={2017} }
LibreCat
 
[327]
2016 | Journal Article | LibreCat-ID: 3318
@article{Melnikov_Hüllermeier_Kaimann_Frick_Gupta_2016, title={Pairwise versus Pointwise Ranking: A Case Study}, volume={25}, DOI={10.4467/20838476si.16.006.6187}, journal={Schedae Informaticae}, publisher={Uniwersytet Jagiellonski - Wydawnictwo Uniwersytetu Jagiellonskiego}, author={Melnikov, Vitalik and Hüllermeier, Eyke and Kaimann, Daniel and Frick, Bernd and Gupta, Pritha }, year={2016} }
LibreCat | Files available | DOI
 
[326]
2016 | Journal Article | LibreCat-ID: 190
@article{Platenius_Shaker_Becker_Hüllermeier_Schäfer_2016, title={Imprecise Matching of Requirements Specifications for Software Services using Fuzzy Logic}, DOI={10.1109/TSE.2016.2632115}, number={8}, journal={IEEE Transactions on Software Engineering (TSE), presented at ICSE 2017}, publisher={IEEE}, author={Platenius, Marie Christin and Shaker, Ammar and Becker, Matthias and Hüllermeier, Eyke and Schäfer, Wilhelm}, year={2016}, pages={739–759} }
LibreCat | Files available | DOI
 
[325]
2016 | Conference Paper | LibreCat-ID: 184
@inproceedings{Melnikov_Hüllermeier_2016, series={LNCS}, title={Learning to Aggregate Using Uninorms}, DOI={10.1007/978-3-319-46227-1_47}, booktitle={Proceedings of the Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2016)}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2016}, pages={756–771}, collection={LNCS} }
LibreCat | Files available | DOI
 
[324]
2016 | Encyclopedia Article | LibreCat-ID: 10785
@inbook{Fürnkranz_Hüllermeier_2016, title={Preference Learning}, booktitle={Encyclopedia of Machine Learning and Data Mining}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Sammut, C. and Webb, G.I.Editors}, year={2016} }
LibreCat
 
[323]
2016 | Conference Paper | LibreCat-ID: 15400
@inproceedings{Labreuche_Hüllermeier_Vojtas_Fallah Tehrani_2016, title={On the identifiability of models  in multi-criteria preference learning}, booktitle={in Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany}, author={Labreuche, C. and Hüllermeier, Eyke and Vojtas, P. and Fallah Tehrani, A.}, editor={Busa-Fekete, R. and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[322]
2016 | Conference Paper | LibreCat-ID: 15401
@inproceedings{Schäfer_Hüllermeier_2016, title={Preference -based reinforcement learning using dyad ranking}, booktitle={in Proceedings DA2PL`2016 Euro Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn, Germany}, author={Schäfer, D. and Hüllermeier, Eyke}, editor={Busa-Fekete, R. and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[321]
2016 | Conference Paper | LibreCat-ID: 15402
@inproceedings{Couso_Ahmadi Fahandar_Hüllermeier_2016, title={Statistical Inference for Incomplete Ranking Data: A Comparison of two likelihood-based estimators}, booktitle={in Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany}, author={Couso, Ines and Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, editor={Busa-Fekete, R. and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[320]
2016 | Conference Paper | LibreCat-ID: 15403
@inproceedings{Lu_Hüllermeier_2016, title={Support vector classification on noisy data using fuzzy superset losses}, booktitle={in Proceedings 26th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Lu, S. and Hüllermeier, Eyke}, editor={Hüllermeier, Eyke and Hoffmann, F. and Mikut, R.Editors}, year={2016}, pages={1–8} }
LibreCat
 
[319]
2016 | Conference Paper | LibreCat-ID: 15404
@inproceedings{Schäfer_Hüllermeier_2016, title={Plackett-Luce networks for dyad ranking}, booktitle={in Workshop LWDA “Lernen, Wissen, Daten, Analysen” Potsdam, Germany}, author={Schäfer, D. and Hüllermeier, Eyke}, year={2016} }
LibreCat
 
[318]
2016 | Conference Paper | LibreCat-ID: 15111
@inproceedings{Pfannschmidt_Hüllermeier_Held_Neiger_2016, title={Evaluating tests in medical  diagnosis-Combining machine learning with game-theoretical concepts}, booktitle={In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands}, publisher={Springer}, author={Pfannschmidt, Karlson and Hüllermeier, Eyke and Held, S. and Neiger, R.}, year={2016}, pages={450–461} }
LibreCat
 
[317]
2016 | Journal Article | LibreCat-ID: 16041
@article{Leinweber_Fober_Strickert_Baumgärtner_Klebe_Freisleben_Hüllermeier_2016, title={CavSimBase: A database for large scale comparison of protein binding sites}, volume={28}, number={6}, journal={IEEE Transactions on Knowledge and Data Engineering}, author={Leinweber, M. and Fober, T. and Strickert, M. and Baumgärtner, L. and Klebe, G. and Freisleben, B. and Hüllermeier, Eyke}, year={2016}, pages={1423–1434} }
LibreCat
 
[316]
2016 | Book Chapter | LibreCat-ID: 10214
@inbook{Fürnkranz_Hüllermeier_2016, title={Preference Learning}, booktitle={Encyclopedia of Machine Learning and Data Mining}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Sammut, C. and Webb, G.I.Editors}, year={2016} }
LibreCat
 
[315]
2016 | Conference (Editor) | LibreCat-ID: 10221
@book{Hoffmann_Hüllermeier_Mikut_2016, title={ Proceedings 26. Workshop Computational Intelligence KIT Scientific Publishing, Karlsruhe, Germany}, year={2016} }
LibreCat
 
[314]
2016 | Conference Paper | LibreCat-ID: 10222
@inproceedings{Jasinska_Dembczynski_Busa-Fekete_Klerx_Hüllermeier_2016, title={Extreme F-measure maximization using sparse probability estimates }, booktitle={Proceedings ICML-2016, 33th International Conference on Machine Learning, New York, USA}, author={Jasinska, K. and Dembczynski, K. and Busa-Fekete, Robert and Klerx, Timo and Hüllermeier, Eyke}, editor={Balcan, M.F. and Weinberger, K.Q.Editors}, year={2016} }
LibreCat
 
[313]
2016 | Conference Paper | LibreCat-ID: 10223
@inproceedings{Melnikov_Hüllermeier_2016, title={Learning to aggregate using uninorms,  in Proceedings ECML/PKDD-2016}, booktitle={European Conference on Machine Learning and Knowledge Discovery in Databases, Part II, Riva del Garda, Italy}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2016}, pages={756–771} }
LibreCat
 
[312]
2016 | Conference Paper | LibreCat-ID: 10224
@inproceedings{Dembczynski_Kotlowski_Waegeman_Busa-Fekete_Hüllermeier_2016, title={Consistency of probalistic classifier trees}, booktitle={In Proceedings ECML/PKDD European Conference on Maschine Learning and Knowledge Discovery in Databases, Part II, Riva del Garda, Italy}, author={Dembczynski, K. and Kotlowski, W. and Waegeman, W. and Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2016}, pages={511–526} }
LibreCat
 
[311]
2016 | Conference Paper | LibreCat-ID: 10225
@inproceedings{Shabani_Paul_Platon_Hüllermeier_2016, title={Predicting the electricity consumption of buildings: An improved CBR approach}, booktitle={In Proceedings ICCBR, 24th International Conference on Case-Based Reasoning, Atlanta, GA, USA}, author={Shabani, Aulon and Paul, Adil and Platon, R. and Hüllermeier, Eyke}, year={2016}, pages={356–369} }
LibreCat
 
[310]
2016 | Conference Paper | LibreCat-ID: 10226
@inproceedings{Pfannschmidt_Hüllermeier_Held_Neiger_2016, title={Evaluating tests in medical  diagnosis-Combining machine learning with game-theoretical concepts}, booktitle={In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands}, publisher={Springer}, author={Pfannschmidt, Karlson and Hüllermeier, Eyke and Held, S. and Neiger, R.}, year={2016}, pages={450–461} }
LibreCat
 
[309]
2016 | Conference Paper | LibreCat-ID: 10227
@inproceedings{Labreuche_Hüllermeier_Vojtas_Fallah Tehrani_2016, title={On the Identifiability of models in multi-criteria preference learning }, booktitle={Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning}, author={Labreuche, C. and Hüllermeier, Eyke and Vojtas, P. and Fallah Tehrani, A.}, editor={Busa-Fekete, Robert and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[308]
2016 | Conference Paper | LibreCat-ID: 10228
@inproceedings{Schäfer_Hüllermeier_2016, title={Preference-Based Reinforcement Learning Using Dyad Ranking}, booktitle={Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning}, author={Schäfer, Dirk and Hüllermeier, Eyke}, editor={Busa-Fekete, Robert and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[307]
2016 | Conference Paper | LibreCat-ID: 10229
@inproceedings{Couso_Ahmadi Fahandar_Hüllermeier_2016, title={Statistical Inference for Incomplete Ranking Data: A Comparison of two likelihood-based estimators}, booktitle={Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning}, author={Couso, Ines and Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, editor={Busa-Fekete, Robert and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[306]
2016 | Conference Paper | LibreCat-ID: 10230
@inproceedings{Lu_Hüllermeier_2016, title={Support vector classification on noisy data using fuzzy supersets losses}, booktitle={Proceedings 26. Workshop Computational Intelligence, KIT Scientific Publishing}, author={Lu, S. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, Eyke and Mikut, R.Editors}, year={2016}, pages={1–8} }
LibreCat
 
[305]
2016 | Conference Paper | LibreCat-ID: 10231
@inproceedings{Schäfer_Hüllermeier_2016, title={Plackett-Luce networks for dyad ranking}, booktitle={In Workshop LWDA “Lernen, Wissen, Daten, Analysen”}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2016} }
LibreCat
 
[304]
2016 | Conference (Editor) | LibreCat-ID: 10263
@book{Kaminka_Fox_Bouquet_Hüllermeier_Dignum_Dignum_van Harmelen_2016, place={The Hague, The Netherlands}, series={Frontiers in Artificial Intelligence and Applications, The Hague, The Netherlands}, title={ECAI 2016, 22nd European Conference on Artificial Intelligence, including PAIS 2016, Prestigious Applications of Artificial Intelligence}, volume={285}, publisher={IOS Press}, year={2016}, collection={Frontiers in Artificial Intelligence and Applications, The Hague, The Netherlands} }
LibreCat
 
[303]
2016 | Journal Article | LibreCat-ID: 10264
@article{Leinweber_Fober_Strickert_Baumgärtner_Klebe_Freisleben_Hüllermeier_2016, title={CavSimBase: A database for large scale comparison of protein binding sites}, volume={28}, number={6}, journal={IEEE Transactions on Knowledge and Data Engineering}, author={Leinweber, M. and Fober, T. and Strickert, M. and Baumgärtner, L. and Klebe, G. and Freisleben, B. and Hüllermeier, Eyke}, year={2016}, pages={1423–1434} }
LibreCat
 
[302]
2016 | Journal Article | LibreCat-ID: 10266
@article{Riemenschneider_Senge_Neumann_Hüllermeier_Heider_2016, title={Exploiting HIV-1 protease and reverse transcriptase cross-resistance information for improved drug resistance prediction by means of multi-label classification}, volume={9}, number={10}, journal={BioData Mining}, author={Riemenschneider, M. and Senge, Robin and Neumann, U. and Hüllermeier, Eyke and Heider, D.}, year={2016} }
LibreCat
 
[301]
2015 | Journal Article | LibreCat-ID: 4792
@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning for Classification}, volume={23}, DOI={10.1109/tfuzz.2015.2396078}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }
LibreCat | Files available | DOI
 
[300]
2015 | Conference Paper | LibreCat-ID: 15406
@inproceedings{Schäfer_Hüllermeier_2015, title={Preference-based meta-learning using dyad ranking: Recommending algorithms in cold-start situations}, booktitle={in Proceedings of the 2015 international Workshop on Meta-Learning and Algorithm Selection co-located ECML/PKDD, Porto, Portugal}, author={Schäfer, D. and Hüllermeier, Eyke}, year={2015}, pages={110–111} }
LibreCat
 
[299]
2015 | Conference Paper | LibreCat-ID: 15749
@inproceedings{Paul_Hüllermeier_2015, title={A cbr approach to the angry birds game}, booktitle={In Workshop Proceedings from ICCBR, 23rd International Conference on Case-Based Reasoning, Frankfurt, Germany}, author={Paul, Adil and Hüllermeier, Eyke}, year={2015}, pages={68–77} }
LibreCat
 
[298]
2015 | Conference Paper | LibreCat-ID: 15750
@inproceedings{Ewerth_Balz_Gehlhaar_Dembczynski_Hüllermeier_2015, title={Depth estimation in monocular images: Quantitative versus qualitative approaches}, booktitle={In Proceedings 25. Workshop Computational Intelligence, Dortmund, Germany}, publisher={KIT Scientific Publishing}, author={Ewerth, R. and Balz, A. and Gehlhaar, J. and Dembczynski, K. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2015}, pages={235–240} }
LibreCat
 
[297]
2015 | Conference Paper | LibreCat-ID: 15751
@inproceedings{Lu_Hüllermeier_2015, title={Locally weighted regression through data imprecisiation}, booktitle={in Proceedings 25th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Lu, S. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2015}, pages={97–104} }
LibreCat
 
[296]
2015 | Journal Article | LibreCat-ID: 16049
@article{Senge_Hüllermeier_2015, title={Fast fuzzy pattern tree learning for classification }, volume={23}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }
LibreCat
 
[295]
2015 | Journal Article | LibreCat-ID: 16051
@article{Hüllermeier_2015, title={From knowledge-based to data driven fuzzy modeling: Development, criticism and alternative directions}, volume={38}, number={6}, journal={Informatik Spektrum}, author={Hüllermeier, Eyke}, year={2015}, pages={500–509} }
LibreCat
 
[294]
2015 | Journal Article | LibreCat-ID: 16053
@article{Hüllermeier_2015, title={Does machine learning need fuzzy logic?}, volume={281}, journal={Fuzzy Sets and Systems}, author={Hüllermeier, Eyke}, year={2015}, pages={292–299} }
LibreCat
 
[293]
2015 | Journal Article | LibreCat-ID: 16058
@article{Waegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title={On the Bayes-optimality of F-measure maximizers}, volume={15}, journal={Journal of Machine Learning Research}, author={Waegeman, W. and Dembczynski, K. and Jachnik, A. and Cheng, W. and Hüllermeier, Eyke}, year={2015}, pages={3313–3368} }
LibreCat
 
[292]
2015 | Journal Article | LibreCat-ID: 16067
@article{Shaker_Hüllermeier_2015, title={Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study}, volume={150}, journal={Neurocomputing}, author={Shaker, A. and Hüllermeier, Eyke}, year={2015}, pages={250–264} }
LibreCat
 
[291]
2015 | Conference Paper | LibreCat-ID: 10234
@inproceedings{Hüllermeier_Minor_2015, title={Case-Based Reasoning Research and Development }, booktitle={in Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015) LNAI 9343}, publisher={Springer}, author={Hüllermeier, Eyke and Minor, M.}, year={2015} }
LibreCat
 
[290]
2015 | Conference Paper | LibreCat-ID: 10235
@inproceedings{Hoffmann_Hüllermeier_2015, title={Proceedings 25. Workshop Computational Intelligence KIT Scientific Publishing}, author={Hoffmann, F. and Hüllermeier, Eyke}, year={2015} }
LibreCat
 
[289]
2015 | Conference Paper | LibreCat-ID: 10236
@inproceedings{Abdel-Aziz_Hüllermeier_2015, title={Case Base Maintenance in Preference-Based CBR}, booktitle={In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015)}, author={Abdel-Aziz, A. and Hüllermeier, Eyke}, year={2015}, pages={1–14} }
LibreCat
 
[288]
2015 | Conference Paper | LibreCat-ID: 10237
@inproceedings{Szörényi_Busa-Fekete_Weng_Hüllermeier_2015, title={Qualitative Multi-Armed Bandits: A Quantile-Based Approach}, booktitle={In Proceedings International Conference on Machine Learning (ICML 2015)}, author={Szörényi, B. and Busa-Fekete, Robert and Weng, P. and Hüllermeier, Eyke}, year={2015}, pages={1660–1668} }
LibreCat
 
[287]
2015 | Conference Paper | LibreCat-ID: 10238
@inproceedings{Schäfer_Hüllermeier_2015, title={Dyad Ranking Using A Bilinear Plackett-Luce Model}, booktitle={in Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2015}, pages={227–242} }
LibreCat
 
[286]
2015 | Conference Paper | LibreCat-ID: 10239
@inproceedings{Hüllermeier_Cheng_2015, title={Superset Learning Based on Generalized Loss Minimization }, booktitle={in Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)}, author={Hüllermeier, Eyke and Cheng, W.}, year={2015}, pages={260–275} }
LibreCat
 
[285]
2015 | Conference Paper | LibreCat-ID: 10240
@inproceedings{Henzgen_Hüllermeier_2015, title={Weighted Rank Correlation : A Flexible Approach Based on Fuzzy Order Relations}, booktitle={in Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)}, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2015}, pages={422–437} }
LibreCat
 
[284]
2015 | Conference Paper | LibreCat-ID: 10241
@inproceedings{Szörényi_Busa-Fekete_Paul_Hüllermeier_2015, title={Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach}, booktitle={in Advances in Neural Information Processing Systems 28 (NIPS 2015)}, author={Szörényi, B. and Busa-Fekete, Robert and Paul, Adil and Hüllermeier, Eyke}, year={2015}, pages={604–612} }
LibreCat
 
[283]
2015 | Conference Paper | LibreCat-ID: 10242
@inproceedings{Szörényi_Busa-Fekete_Dembczynski_Hüllermeier_2015, title={Online F-Measure Optimization}, booktitle={in Advances in Neural Information Processing Systems 28 (NIPS 2015)}, author={Szörényi, B. and Busa-Fekete, Robert and Dembczynski, K. and Hüllermeier, Eyke}, year={2015}, pages={595–603} }
LibreCat
 
[282]
2015 | Conference Paper | LibreCat-ID: 10243
@inproceedings{El Mesaoudi-Paul_Hüllermeier_2015, title={A CBR Approach to the Angry Birds Game}, booktitle={in Workshop Proc. 23rd International Conference on Case-Based Reasoning (ICCBR 2015)}, author={El Mesaoudi-Paul, Adil and Hüllermeier, Eyke}, year={2015}, pages={68–77} }
LibreCat
 
[281]
2015 | Conference Paper | LibreCat-ID: 10244
@inproceedings{Schäfer_Hüllermeier_2015, title={Preference-Based Meta- Learning Using Dyad Ranking: Recommending Algorithms in Cold-Start Situations}, booktitle={in Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection (MetaSel@PKDD/ECML)}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2015}, pages={110–111} }
LibreCat
 
[280]
2015 | Conference Paper | LibreCat-ID: 10245
@inproceedings{Lu_Hüllermeier_2015, title={Locally weighted regression through data imprecisiation}, booktitle={Proceedings 25. Workshop Computational Intelligence}, author={Lu, S. and Hüllermeier, Eyke}, year={2015}, pages={97–104} }
LibreCat
 
[279]
2015 | Conference Paper | LibreCat-ID: 10246
@inproceedings{Ewerth_Balz_Gehlhaar_Dembczynski_Hüllermeier_2015, title={Depth estimation in monocular images: Quantitative versus qualitative approaches}, booktitle={Proceedings 25. Workshop Computational Intelligence}, author={Ewerth, Ralph and Balz, A. and Gehlhaar, J. and Dembczynski, K. and Hüllermeier, Eyke}, year={2015}, pages={235–240} }
LibreCat
 
[278]
2015 | Journal Article | LibreCat-ID: 10319
@article{Waegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title={On the Bayes-Optimality of F-Measure Maximizers}, volume={15}, journal={in Journal of Machine Learning Research}, author={Waegeman, W. and Dembczynski, K. and Jachnik, A. and Cheng, W. and Hüllermeier, Eyke}, year={2015}, pages={3333–3388} }
LibreCat
 
[277]
2015 | Journal Article | LibreCat-ID: 10320
@article{Hüllermeier_2015, title={Does machine learning need fuzzy logic?}, volume={281}, journal={Fuzzy Sets and Systems}, author={Hüllermeier, Eyke}, year={2015}, pages={292–299} }
LibreCat
 
[276]
2015 | Journal Article | LibreCat-ID: 10321
@article{Shaker_Hüllermeier_2015, title={Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study}, volume={150}, journal={Neurocomputing}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2015}, pages={250–264} }
LibreCat
 
[275]
2015 | Journal Article | LibreCat-ID: 10322
@article{Hüllermeier_2015, title={From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions}, volume={38}, number={6}, journal={Informatik Spektrum}, author={Hüllermeier, Eyke}, year={2015}, pages={500–509} }
LibreCat
 
[274]
2015 | Journal Article | LibreCat-ID: 10323
@article{Garcia-Jimenez_Bustince_Hüllermeier_Mesiar_Pal_Pradera_2015, title={Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems}, volume={23}, number={4}, journal={IEEE Transactions on Fuzzy Systems}, author={Garcia-Jimenez, S. and Bustince, U. and Hüllermeier, Eyke and Mesiar, R. and Pal, N.R. and Pradera, A.}, year={2015}, pages={1259–1273} }
LibreCat
 
[273]
2015 | Journal Article | LibreCat-ID: 10324
@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning of Classification}, volume={23}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }
LibreCat
 
[272]
2014 | Journal Article | LibreCat-ID: 16046
@article{Agarwal_Fallah Tehrani_Hüllermeier_2014, title={Preference-based learning of ideal solutions in TOPSIS-like decision models}, volume={22}, number={3–4}, journal={Journal of Multi-Criteria Decision Analysis}, author={Agarwal, M. and Fallah Tehrani, A. and Hüllermeier, Eyke}, year={2014} }
LibreCat
 
[271]
2014 | Journal Article | LibreCat-ID: 16060
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended graph-based models for enhanced similarity search in Cabase}, volume={11}, number={5}, journal={IEEE/ACM Transactions of Computational Biology and Bioinformatics}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
LibreCat
 
[270]
2014 | Journal Article | LibreCat-ID: 16064
@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={International Journal of Approximate Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1519–1534} }
LibreCat
 
[269]
2014 | Journal Article | LibreCat-ID: 16069
@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving fuzzy-rule-based systems}, volume={5}, journal={Evolving Systems}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191} }
LibreCat
 
[268]
2014 | Journal Article | LibreCat-ID: 16077
@article{Busa-Fekete_Szörenyi_Weng_Cheng_Hüllermeier_2014, title={Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm.}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete, Robert and Szörenyi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
LibreCat
 
[267]
2014 | Journal Article | LibreCat-ID: 16078
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, A. and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
LibreCat
 
[266]
2014 | Journal Article | LibreCat-ID: 16079
@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert, M. and Bunte, K. and Schleif, F.M. and Hüllermeier, Eyke}, year={2014}, pages={97–109} }
LibreCat
 
[265]
2014 | Journal Article | LibreCat-ID: 16080
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={International Journal of Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
LibreCat
 
[264]
2014 | Journal Article | LibreCat-ID: 16082
@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014, title={Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge, Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }
LibreCat
 
[263]
2014 | Journal Article | LibreCat-ID: 16083
@article{Donner-Banzhoff_Haasenritter_Hüllermeier_Viniol_Bösner_Becker_2014, title={The comprehensive diagnostic study is suggested as a design to model the diagnostic process}, volume={2}, number={67}, journal={Journal of Clinical Epidemiology}, author={Donner-Banzhoff, N. and Haasenritter, J. and Hüllermeier, Eyke and Viniol, A. and Bösner, S. and Becker, A.}, year={2014}, pages={124–132} }
LibreCat
 
[262]
2014 | Conference Paper | LibreCat-ID: 10247
@inproceedings{Busa-Fekete_Szörényi_Hüllermeier_2014, title={PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences}, booktitle={Proceedings AAAI 2014, Quebec, Canada}, author={Busa-Fekete, Robert and Szörényi, B. and Hüllermeier, Eyke}, year={2014}, pages={1701–1707} }
LibreCat
 
[261]
2014 | Conference Paper | LibreCat-ID: 10248
@inproceedings{Busa-Fekete_Hüllermeier_2014, title={A Survey of Preference-Based Online Learning with Bandit Algorithms}, booktitle={Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia}, author={Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2014}, pages={18–39} }
LibreCat
 
[260]
2014 | Conference Paper | LibreCat-ID: 10249
@inproceedings{Henzgen_Hüllermeier_2014, title={Mining Rank Data}, booktitle={Proceedings Discovery Science, Bled,Slovenia }, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2014}, pages={123–134} }
LibreCat
 
[259]
2014 | Conference Paper | LibreCat-ID: 10250
@inproceedings{Fallah Tehrani_Strickert_Hüllermeier_2014, title={The Choquet kernel for monotone data}, booktitle={Proceedings ESANN , Bruges, Belgium}, author={Fallah Tehrani, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014} }
LibreCat
 
[258]
2014 | Conference Paper | LibreCat-ID: 10251
@inproceedings{Abdel-Aziz_Strickert_Hüllermeier_2014, title={Learning Solution Similarity in Preference-Based CBR}, booktitle={Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland}, author={Abdel-Aziz, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={17–31} }
LibreCat
 
[257]
2014 | Conference Paper | LibreCat-ID: 10253
@inproceedings{Schäfer_Hüllermeier_2014, title={Dyad Ranking Using A Bilinear Plackett-Luce Model}, booktitle={Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2014}, pages={32–33} }
LibreCat
 
[256]
2014 | Conference Paper | LibreCat-ID: 10254
@inproceedings{Calders_Esposito_Hüllermeier_Meo_2014, title={Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France}, booktitle={Proceedings, Parts I-III. Lecture Notes in Computer Science}, publisher={Springer}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={8724–8726} }
LibreCat
 
[255]
2014 | Conference Paper | LibreCat-ID: 10295
@inproceedings{Fürnkranz_Hüllermeier_Rudin_Slowinski_Sanner_2014, title={Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports}, volume={4}, number={3}, author={Fürnkranz, J. and Hüllermeier, Eyke and Rudin, Cynthia and Slowinski, Roman and Sanner, Scott}, year={2014}, pages={1–27} }
LibreCat
 
[254]
2014 | Journal Article | LibreCat-ID: 10296
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
LibreCat
 
[253]
2014 | Journal Article | LibreCat-ID: 10297
@article{Hoffmann_Hüllermeier_Kroll_2014, title={Ausgewählte Beiträge des GMA-Fachausschusses 5.14}, volume={62}, number={10}, journal={Computational Intelligence Automatisierungstechnik}, author={Hoffmann, F. and Hüllermeier, Eyke and Kroll, A.}, year={2014}, pages={685–686} }
LibreCat
 
[252]
2014 | Journal Article | LibreCat-ID: 10298
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={28}, number={5–6}, journal={Data Min. Knowledge Discovery}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1129–1133} }
LibreCat
 
[251]
2014 | Journal Article | LibreCat-ID: 10299
@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving fuzzy rule-based systems}, volume={5}, number={3}, journal={Evolving Systems}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191} }
LibreCat
 
[250]
2014 | Journal Article | LibreCat-ID: 10308
@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1519–1534} }
LibreCat
 
[249]
2014 | Journal Article | LibreCat-ID: 10309
@article{Hüllermeier_2014, title={Rejoinder on "Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1609–1613} }
LibreCat
 
[248]
2014 | Journal Article | LibreCat-ID: 10310
@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert, M. and Bunte, K. and Schleif, F.- M. and Hüllermeier, Eyke}, year={2014}, pages={97–109} }
LibreCat
 
[247]
2014 | Journal Article | LibreCat-ID: 10311
@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014, title={Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge, Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }
LibreCat
 
[246]
2014 | Journal Article | LibreCat-ID: 10312
@article{Mernberger_Moog_Stork_Zauner_Maier_Hüllermeier_2014, title={Protein Sub-Cellular Localization Prediction for Special compartments via Optimized Time Series Distances}, volume={12}, number={1}, journal={J. Bioinformatics and Computational Biology}, author={Mernberger, M. and Moog, M. and Stork, S. and Zauner, S. and Maier, U.G. and Hüllermeier, Eyke}, year={2014} }
LibreCat
 
[245]
2014 | Journal Article | LibreCat-ID: 10313
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={97}, number={1–2}, journal={Machine Learning}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1–3} }
LibreCat
 
[244]
2014 | Journal Article | LibreCat-ID: 10314
@article{Busa-Fekete_Szörényi_Weng_Cheng_Hüllermeier_2014, title={Preference-Based Reinforcement Learning: evolutionary direct policy search using a preference-based racing algorithm}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete, Robert and Szörényi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
LibreCat
 
[243]
2014 | Journal Article | LibreCat-ID: 10315
@article{Montanés_Senge_Barranquero_Quevedo_Del Coz_Hüllermeier_2014, title={Dependent binary relevance models for multi-label classification}, volume={47}, number={3}, journal={Pattern Recognition}, author={Montanés, E. and Senge, Robin and Barranquero, J. and Quevedo, J.R. and Del Coz, J.J. and Hüllermeier, Eyke}, year={2014}, pages={1494–1508} }
LibreCat
 
[242]
2014 | Journal Article | LibreCat-ID: 10316
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, Ammar and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
LibreCat
 
[241]
2014 | Journal Article | LibreCat-ID: 10317
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended Graph-Based Models for Enhanced Similarity Search in Cavbase}, volume={11}, number={5}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
LibreCat
 
[240]
2014 | Journal Article | LibreCat-ID: 10318
@article{Stock_Fober_Hüllermeier_Glinca_Klebe_Pahikkala_Airola_De Baets_Wageman_2014, title={Identification of Functionally Releated Enzymes by Learning to Rank Methods}, volume={11}, number={6}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Stock, M. and Fober, T. and Hüllermeier, Eyke and Glinca, S and Klebe, G. and Pahikkala, T. and Airola, A. and De Baets, B. and Wageman, W.}, year={2014}, pages={1157–1169} }
LibreCat
 
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[439]
2024 | Journal Article | LibreCat-ID: 53073
@article{Muschalik_Fumagalli_Hammer_Huellermeier_2024, title={Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles}, volume={38}, DOI={10.1609/aaai.v38i13.29352}, number={13}, journal={Proceedings of the AAAI Conference on Artificial Intelligence}, publisher={Association for the Advancement of Artificial Intelligence (AAAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={14388–14396} }
LibreCat | DOI
 
[438]
2023 | Preprint | LibreCat-ID: 44512 | OA
@article{Uhlemeyer_Lienen_Hüllermeier_Gottschalk_2023, title={Detecting Novelties with Empty Classes}, journal={arXiv:2305.00983}, author={Uhlemeyer, Svenja and Lienen, Julian and Hüllermeier, Eyke and Gottschalk, Hanno}, year={2023} }
LibreCat | Download (ext.) | arXiv
 
[437]
2023 | Conference Paper | LibreCat-ID: 31880 | OA
@inproceedings{Nguyen_Levie_Lienen_Kutyniok_Hüllermeier_2023, title={Memorization-Dilation: Modeling Neural Collapse Under Noise}, booktitle={International Conference on Learning Representations, ICLR}, author={Nguyen, Duc Anh and Levie, Ron and Lienen, Julian and Kutyniok, Gitta and Hüllermeier, Eyke}, year={2023} }
LibreCat | Download (ext.)
 
[436]
2023 | Book Chapter | LibreCat-ID: 45884 | OA
@inbook{Hanselle_Hüllermeier_Mohr_Ngonga Ngomo_Sherif_Tornede_Wever_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Configuration and Evaluation}, volume={412}, DOI={10.5281/zenodo.8068466}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Hanselle, Jonas Manuel and Hüllermeier, Eyke and Mohr, Felix and Ngonga Ngomo, Axel-Cyrille and Sherif, Mohamed and Tornede, Alexander and Wever, Marcel Dominik}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={85–104}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }
LibreCat | Files available | DOI
 
[435]
2023 | Book Chapter | LibreCat-ID: 45886 | OA
@inbook{Wehrheim_Hüllermeier_Becker_Becker_Richter_Sharma_2023, place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Composition Analysis in Unknown Contexts}, volume={412}, DOI={10.5281/zenodo.8068510}, booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike and Hüllermeier, Eyke and Becker, Steffen and Becker, Matthias and Richter, Cedric and Sharma, Arnab}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={105–123}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }
LibreCat | Files available | DOI
 
[434]
2023 | Preprint | LibreCat-ID: 45911 | OA
@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2023} }
LibreCat | Download (ext.) | arXiv
 
[433]
2023 | Journal Article | LibreCat-ID: 21600
@article{Dellnitz_Hüllermeier_Lücke_Ober-Blöbaum_Offen_Peitz_Pfannschmidt_2023, title={Efficient time stepping for numerical integration using reinforcement  learning}, volume={45}, DOI={10.1137/21M1412682}, number={2}, journal={SIAM Journal on Scientific Computing}, author={Dellnitz, Michael and Hüllermeier, Eyke and Lücke, Marvin and Ober-Blöbaum, Sina and Offen, Christian and Peitz, Sebastian and Pfannschmidt, Karlson}, year={2023}, pages={A579–A595} }
LibreCat | Files available | DOI | Download (ext.) | arXiv
 
[432]
2023 | Conference Paper | LibreCat-ID: 51373
@inproceedings{Hanselle_Fürnkranz_Hüllermeier_2023, place={Cham}, series={Lecture Notes in Computer Science}, title={Probabilistic Scoring Lists for Interpretable Machine Learning}, volume={14050}, DOI={10.1007/978-3-031-45275-8_13}, booktitle={26th International Conference on Discovery Science }, publisher={Springer Nature Switzerland}, author={Hanselle, Jonas Manuel and Fürnkranz, Johannes and Hüllermeier, Eyke}, year={2023}, pages={189–203}, collection={Lecture Notes in Computer Science} }
LibreCat | DOI
 
[431]
2023 | Book Chapter | LibreCat-ID: 48776
@inbook{Muschalik_Fumagalli_Hammer_Huellermeier_2023, place={Cham}, title={iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams}, DOI={10.1007/978-3-031-43418-1_26}, booktitle={Machine Learning and Knowledge Discovery in Databases: Research Track}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat | DOI
 
[430]
2023 | Book Chapter | LibreCat-ID: 48778
@inbook{Muschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, place={Cham}, title={iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios}, DOI={10.1007/978-3-031-44064-9_11}, booktitle={Communications in Computer and Information Science}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat | DOI
 
[429]
2023 | Conference Paper | LibreCat-ID: 48775
@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={On Feature Removal for Explainability in Dynamic Environments}, DOI={10.14428/esann/2023.es2023-148}, booktitle={ESANN 2023 proceedings}, publisher={i6doc.com publ.}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }
LibreCat | DOI
 
[428]
2023 | Conference Paper | LibreCat-ID: 52230
@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title={SHAP-IQ: Unified Approximation of any-order Shapley Interactions}, volume={36}, booktitle={NeurIPS 2023 - Advances in Neural Information Processing Systems}, publisher={Curran Associates, Inc.}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={11515--11551} }
LibreCat
 
[427]
2022 | Preprint | LibreCat-ID: 30868
@article{Schede_Brandt_Tornede_Wever_Bengs_Hüllermeier_Tierney_2022, title={A Survey of Methods for Automated Algorithm Configuration}, journal={arXiv:2202.01651}, author={Schede, Elias and Brandt, Jasmin and Tornede, Alexander and Wever, Marcel Dominik and Bengs, Viktor and Hüllermeier, Eyke and Tierney, Kevin}, year={2022} }
LibreCat | arXiv
 
[426]
2022 | Conference Paper | LibreCat-ID: 32311
@inproceedings{Sharma_Melnikov_Hüllermeier_Wehrheim_2022, title={Property-Driven Testing of Black-Box Functions}, booktitle={Proceedings of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering (FormaliSE)}, publisher={IEEE}, author={Sharma, Arnab and Melnikov, Vitaly and Hüllermeier, Eyke and Wehrheim, Heike}, year={2022}, pages={113–123} }
LibreCat
 
[425]
2022 | Conference Paper | LibreCat-ID: 34542
@inproceedings{Campagner_Lienen_Hüllermeier_Ciucci_2022, title={Scikit-Weak: A Python Library for Weakly Supervised Machine Learning}, volume={13633}, booktitle={Lecture Notes in Computer Science}, publisher={Springer}, author={Campagner, Andrea and Lienen, Julian and Hüllermeier, Eyke and Ciucci, Davide}, year={2022}, pages={57–70} }
LibreCat
 
[424]
2022 | Preprint | LibreCat-ID: 31546 | OA
@article{Lienen_Demir_Hüllermeier_2022, title={Conformal Credal Self-Supervised Learning}, journal={arXiv:2205.15239}, author={Lienen, Julian and Demir, Caglar and Hüllermeier, Eyke}, year={2022} }
LibreCat | Download (ext.)
 
[423]
2022 | Preprint | LibreCat-ID: 30867
@article{Tornede_Bengs_Hüllermeier_2022, title={Machine Learning for Online Algorithm Selection under Censored Feedback}, journal={Proceedings of the 36th AAAI Conference on Artificial Intelligence}, publisher={AAAI}, author={Tornede, Alexander and Bengs, Viktor and Hüllermeier, Eyke}, year={2022} }
LibreCat | arXiv
 
[422]
2022 | Preprint | LibreCat-ID: 30865
@article{Tornede_Gehring_Tornede_Wever_Hüllermeier_2022, title={Algorithm Selection on a Meta Level}, journal={Machine Learning}, author={Tornede, Alexander and Gehring, Lukas and Tornede, Tanja and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2022} }
LibreCat | arXiv
 
[421]
2022 | Journal Article | LibreCat-ID: 33090
@article{Gevers_Tornede_Wever_Schöppner_Hüllermeier_2022, title={A comparison of heuristic, statistical, and machine learning methods for heated tool butt welding of two different materials}, DOI={10.1007/s40194-022-01339-9}, journal={Welding in the World}, publisher={Springer Science and Business Media LLC}, author={Gevers, Karina and Tornede, Alexander and Wever, Marcel Dominik and Schöppner, Volker and Hüllermeier, Eyke}, year={2022} }
LibreCat | DOI
 
[420]
2022 | Report | LibreCat-ID: 36227
@book{Hammer_Hüllermeier_Lohweg_Schneider_Schenck_Kuhl_Braun_Pfeifer_Holst_Schmidt_et al._2022, title={Schlussbericht ITS.ML: Intelligente Technische Systeme der nächsten Generation durch Maschinelles Lernen. Forschungsvorhaben zur automatisierten Analyse von Daten mittels Maschinellen Lernens}, DOI={10.4119/unibi/2965622}, author={Hammer, Barbara and Hüllermeier, Eyke and Lohweg, Volker and Schneider, Alexander and Schenck, Wolfram and Kuhl, Ulrike and Braun, Marco and Pfeifer, Anton and Holst, Christoph-Alexander and Schmidt, Malte and et al.}, year={2022} }
LibreCat | DOI
 
[419]
2022 | Journal Article | LibreCat-ID: 48780
@article{Muschalik_Fumagalli_Hammer_Huellermeier_2022, title={Agnostic Explanation of Model Change based on Feature Importance}, volume={36}, DOI={10.1007/s13218-022-00766-6}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2022}, pages={211–224} }
LibreCat | DOI
 
[418]
2021 | Journal Article | LibreCat-ID: 24143
@article{Drees_Gupta_Hüllermeier_Jager_Konze_Priesterjahn_Ramaswamy_Somorovsky_2021, title={Automated Detection of Side Channels in Cryptographic Protocols: DROWN the ROBOTs!}, journal={14th ACM Workshop on Artificial Intelligence and Security}, author={Drees, Jan Peter and Gupta, Pritha and Hüllermeier, Eyke and Jager, Tibor and Konze, Alexander and Priesterjahn, Claudia and Ramaswamy, Arunselvan and Somorovsky, Juraj}, year={2021} }
LibreCat
 
[417]
2021 | Journal Article | LibreCat-ID: 24148
@article{Ramaswamy_Hüllermeier_2021, title={Deep Q-Learning: Theoretical Insights from an Asymptotic Analysis}, journal={IEEE Transactions on Artificial Intelligence (to appear)}, author={Ramaswamy, Arunselvan and Hüllermeier, Eyke}, year={2021} }
LibreCat
 
[416]
2021 | Journal Article | LibreCat-ID: 21004
@article{Wever_Tornede_Mohr_Hüllermeier_2021, title={AutoML for Multi-Label Classification: Overview and Empirical Evaluation}, DOI={10.1109/tpami.2021.3051276}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, author={Wever, Marcel Dominik and Tornede, Alexander and Mohr, Felix and Hüllermeier, Eyke}, year={2021}, pages={1–1} }
LibreCat | DOI
 
[415]
2021 | Journal Article | LibreCat-ID: 21092
@article{Mohr_Wever_Tornede_Hüllermeier, title={Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning}, journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, publisher={IEEE}, author={Mohr, Felix and Wever, Marcel Dominik and Tornede, Alexander and Hüllermeier, Eyke} }
LibreCat
 
[414]
2021 | Conference Paper | LibreCat-ID: 21570
@inproceedings{Tornede_Tornede_Wever_Hüllermeier_2021, title={Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference}, author={Tornede, Tanja and Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2021} }
LibreCat
 
[413]
2021 | Journal Article | LibreCat-ID: 21636
@article{Lienen_Hüllermeier_2021, title={Instance weighting through data imprecisiation}, journal={International Journal of Approximate Reasoning}, publisher={Elsevier}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2021} }
LibreCat | Download (ext.)
 
[412]
2021 | Conference Paper | LibreCat-ID: 21637 | OA
@inproceedings{Lienen_Hüllermeier_2021, title={From Label Smoothing to Label Relaxation}, volume={35}, number={10}, booktitle={Proceedings of the 35th AAAI Conference on Artificial Intelligence, AAAI}, publisher={AAAI Press}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2021}, pages={8583–8591} }
LibreCat | Download (ext.)
 
[411]
2021 | Conference Paper | LibreCat-ID: 23779
@inproceedings{Bernijazov_Dicks_Dumitrescu_Foullois_Hanselle_Hüllermeier_Karakaya_Ködding_Lohweg_Malatyali_et al._2021, title={A Meta-Review on Artificial Intelligence in Product Creation}, booktitle={Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)}, author={Bernijazov, Ruslan and Dicks, Alexander and Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas Manuel and Hüllermeier, Eyke and Karakaya, Gökce and Ködding, Patrick and Lohweg, Volker and Malatyali, Manuel and et al.}, year={2021} }
LibreCat | Download (ext.)
 
[410]
2021 | Conference Paper | LibreCat-ID: 22280
@inproceedings{Lienen_Hüllermeier_Ewerth_Nommensen_2021, title={Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model}, booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR}, author={Lienen, Julian and Hüllermeier, Eyke and Ewerth, Ralph and Nommensen, Nils}, year={2021}, pages={14595–14604} }
LibreCat
 
[409]
2021 | Preprint | LibreCat-ID: 22509 | OA
@article{Lienen_Hüllermeier_2021, title={Credal Self-Supervised Learning}, journal={arXiv:2106.11853}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2021} }
LibreCat | Download (ext.)
 
[408]
2021 | Conference Paper | LibreCat-ID: 22913
@inproceedings{Hüllermeier_Mohr_Tornede_Wever_2021, title={Automated Machine Learning, Bounded Rationality, and Rational Metareasoning}, author={Hüllermeier, Eyke and Mohr, Felix and Tornede, Alexander and Wever, Marcel Dominik}, year={2021} }
LibreCat
 
[407]
2021 | Conference Paper | LibreCat-ID: 27381
@inproceedings{Damke_Hüllermeier_2021, series={Lecture Notes in Computer Science}, title={Ranking Structured Objects with Graph Neural Networks}, volume={12986}, DOI={10.1007/978-3-030-88942-5}, booktitle={Proceedings of The 24th International Conference on Discovery Science (DS 2021)}, publisher={Springer}, author={Damke, Clemens and Hüllermeier, Eyke}, editor={Soares, Carlos and Torgo, Luis}, year={2021}, pages={166–180}, collection={Lecture Notes in Computer Science} }
LibreCat | DOI | arXiv
 
[406]
2021 | Preprint | LibreCat-ID: 30866
@article{Tornede_Tornede_Hanselle_Wever_Mohr_Hüllermeier_2021, title={Towards Green Automated Machine Learning: Status Quo and Future Directions}, journal={arXiv:2111.05850}, author={Tornede, Tanja and Tornede, Alexander and Hanselle, Jonas Manuel and Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2021} }
LibreCat | arXiv
 
[405]
2021 | Conference Paper | LibreCat-ID: 21198
@article{Hanselle_Tornede_Wever_Hüllermeier_2021, series={PAKDD}, title={Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data}, author={Hanselle, Jonas Manuel and Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2021}, collection={PAKDD} }
LibreCat
 
[404]
2021 | Book Chapter | LibreCat-ID: 29292 | OA
@inbook{Feldhans_Wilke_Heindorf_Shaker_Hammer_Ngonga Ngomo_Hüllermeier_2021, place={Cham}, title={Drift Detection in Text Data with Document Embeddings}, DOI={10.1007/978-3-030-91608-4_11}, booktitle={Intelligent Data Engineering and Automated Learning – IDEAL 2021}, publisher={Springer International Publishing}, author={Feldhans, Robert and Wilke, Adrian and Heindorf, Stefan and Shaker, Mohammad Hossein and Hammer, Barbara and Ngonga Ngomo, Axel-Cyrille and Hüllermeier, Eyke}, year={2021} }
LibreCat | Files available | DOI | Download (ext.)
 
[403]
2021 | Working Paper | LibreCat-ID: 45616
@book{van Straaten_Melnikov_Hüllermeier_Mir Djawadi_Fahr_2021, series={Working Papers Dissertations}, title={Accounting for Heuristics in Reputation Systems: An Interdisciplinary Approach on Aggregation Processes}, volume={72}, author={van Straaten, Dirk and Melnikov, Vitalik and Hüllermeier, Eyke and Mir Djawadi, Behnud and Fahr, René}, year={2021}, collection={Working Papers Dissertations} }
LibreCat
 
[402]
2021 | Journal Article | LibreCat-ID: 24456 | OA
@article{Rohlfing_Cimiano_Scharlau_Matzner_Buhl_Buschmeier_Esposito_Grimminger_Hammer_Haeb-Umbach_et al._2021, title={Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems}, volume={13}, DOI={10.1109/tcds.2020.3044366}, number={3}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina J. and Cimiano, Philipp and Scharlau, Ingrid and Matzner, Tobias and Buhl, Heike M. and Buschmeier, Hendrik and Esposito, Elena and Grimminger, Angela and Hammer, Barbara and Haeb-Umbach, Reinhold and et al.}, year={2021}, pages={717–728} }
LibreCat | Files available | DOI
 
[401]
2020 | Preprint | LibreCat-ID: 19603 | OA
@article{Bode_Heid_Weber_Hüllermeier_Wallscheid_2020, title={Towards a Scalable and Flexible Simulation and Testing Environment  Toolbox for Intelligent Microgrid Control}, journal={arXiv:2005.04869}, author={Bode, Henrik and Heid, Stefan Helmut and Weber, Daniel and Hüllermeier, Eyke and Wallscheid, Oliver}, year={2020} }
LibreCat | Download (ext.)
 
[400]
2020 | Conference Paper | LibreCat-ID: 19953 | OA
@inproceedings{Damke_Melnikov_Hüllermeier_2020, place={Bangkok, Thailand}, series={Proceedings of Machine Learning Research}, title={A Novel Higher-order Weisfeiler-Lehman Graph Convolution}, volume={129}, booktitle={Proceedings of the 12th Asian Conference on Machine Learning (ACML 2020)}, publisher={PMLR}, author={Damke, Clemens and Melnikov, Vitaly and Hüllermeier, Eyke}, editor={Jialin Pan, Sinno and Sugiyama, MasashiEditors}, year={2020}, pages={49–64}, collection={Proceedings of Machine Learning Research} }
LibreCat | Files available | arXiv
 
[399]
2020 | Preprint | LibreCat-ID: 20211 | OA
@article{Lienen_Hüllermeier_2020, title={Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce  model}, journal={arXiv:2010.13118}, author={Lienen, Julian and Hüllermeier, Eyke}, year={2020} }
LibreCat | Download (ext.)
 
[398]
2020 | Conference Paper | LibreCat-ID: 24146
@inproceedings{Heid_Ramaswamy_Hüllermeier_2020, title={Constrained Multi-Agent Optimization with Unbounded Information Delay}, volume={26}, booktitle={Proceedings-30. Workshop Computational Intelligence: Berlin, 26.-27. November 2020}, author={Heid, Stefan Helmut and Ramaswamy, Arunselvan and Hüllermeier, Eyke}, year={2020}, pages={247} }
LibreCat
 
[397]
2020 | Conference Paper | LibreCat-ID: 17407
@inproceedings{Tornede_Wever_Hüllermeier_2020, title={Extreme Algorithm Selection with Dyadic Feature Representation}, booktitle={Discovery Science}, author={Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2020} }
LibreCat
 
[396]
2020 | Conference Paper | LibreCat-ID: 17408
@inproceedings{Hanselle_Tornede_Wever_Hüllermeier_2020, title={Hybrid Ranking and Regression for Algorithm Selection}, booktitle={KI 2020: Advances in Artificial Intelligence}, author={Hanselle, Jonas Manuel and Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2020} }
LibreCat
 
[395]
2020 | Conference Paper | LibreCat-ID: 17424
@inproceedings{Tornede_Tornede_Wever_Mohr_Hüllermeier_2020, title={AutoML for Predictive Maintenance: One Tool to RUL Them All}, DOI={10.1007/978-3-030-66770-2_8}, booktitle={Proceedings of the ECMLPKDD 2020}, author={Tornede, Tanja and Tornede, Alexander and Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2020} }
LibreCat | DOI
 
[394]
2020 | Preprint | LibreCat-ID: 17605 | OA
@article{Heid_Wever_Hüllermeier, title={Reliable Part-of-Speech Tagging of Historical Corpora through Set-Valued Prediction}, journal={Journal of Data Mining and Digital Humanities}, publisher={episciences}, author={Heid, Stefan Helmut and Wever, Marcel Dominik and Hüllermeier, Eyke} }
LibreCat | Download (ext.)
 
[393]
2020 | Conference Paper | LibreCat-ID: 20306
@inproceedings{Tornede_Wever_Hüllermeier_2020, title={Towards Meta-Algorithm Selection}, booktitle={Workshop MetaLearn 2020 @ NeurIPS 2020}, author={Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2020} }
LibreCat
 
[392]
2020 | Book Chapter | LibreCat-ID: 18014
@inbook{El Mesaoudi-Paul_Weiß_Bengs_Hüllermeier_Tierney_2020, place={Cham}, series={Lecture Notes in Computer Science}, title={Pool-Based Realtime Algorithm Configuration: A Preselection Bandit Approach}, volume={12096}, DOI={10.1007/978-3-030-53552-0_22}, booktitle={Learning and Intelligent Optimization. LION 2020.}, publisher={Springer}, author={El Mesaoudi-Paul, Adil and Weiß, Dimitri and Bengs, Viktor and Hüllermeier, Eyke and Tierney, Kevin}, year={2020}, pages={216–232}, collection={Lecture Notes in Computer Science} }
LibreCat | DOI
 
[391]
2020 | Preprint | LibreCat-ID: 18017
@article{El Mesaoudi-Paul_Bengs_Hüllermeier, title={Online Preselection with Context Information under the Plackett-Luce  Model}, journal={arXiv:2002.04275}, author={El Mesaoudi-Paul, Adil and Bengs, Viktor and Hüllermeier, Eyke} }
LibreCat
 
[390]
2020 | Conference Paper | LibreCat-ID: 18276
@inproceedings{Tornede_Wever_Werner_Mohr_Hüllermeier_2020, title={Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis}, booktitle={ACML 2020}, author={Tornede, Alexander and Wever, Marcel Dominik and Werner, Stefan and Mohr, Felix and Hüllermeier, Eyke}, year={2020} }
LibreCat | Download (ext.)
 
[389]
2020 | Journal Article | LibreCat-ID: 16725
@article{Richter_Hüllermeier_Jakobs_Wehrheim, title={Algorithm Selection for Software Validation Based on Graph Kernels}, journal={Journal of Automated Software Engineering}, publisher={Springer}, author={Richter, Cedric and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike} }
LibreCat
 
[388]
2020 | Conference Paper | LibreCat-ID: 15629
@inproceedings{Wever_Tornede_Mohr_Hüllermeier, title={LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification}, publisher={Springer}, author={Wever, Marcel Dominik and Tornede, Alexander and Mohr, Felix and Hüllermeier, Eyke} }
LibreCat
 
[387]
2019 | Conference Abstract | LibreCat-ID: 8868
@inproceedings{Wever_Mohr_Hüllermeier_Hetzer_2019, title={Towards Automated Machine Learning for Multi-Label Classification}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke and Hetzer, Alexander}, year={2019} }
LibreCat | Files available
 
[386]
2019 | Journal Article | LibreCat-ID: 10578
@article{Tagne_Fotso_Fono_Hüllermeier_2019, title={Choice Functions Generated by Mallows and Plackett–Luce Relations}, volume={15}, number={2}, journal={New Mathematics and Natural Computation}, author={Tagne, V. K. and Fotso, S. and Fono, L. A. and Hüllermeier, Eyke}, year={2019}, pages={191–213} }
LibreCat
 
[385]
2019 | Journal Article | LibreCat-ID: 15001
@article{Couso_Borgelt_Hüllermeier_Kruse_2019, title={Fuzzy Sets in Data Analysis: From Statistical Foundations to Machine Learning}, DOI={10.1109/mci.2018.2881642}, journal={IEEE Computational Intelligence Magazine}, author={Couso, Ines and Borgelt, Christian and Hüllermeier, Eyke and Kruse, Rudolf}, year={2019}, pages={31–44} }
LibreCat | DOI
 
[384]
2019 | Journal Article | LibreCat-ID: 15002 | OA
@article{Waegeman_Dembczynski_Hüllermeier_2019, title={Multi-target prediction: a unifying view on problems and methods}, volume={33}, DOI={10.1007/s10618-018-0595-5}, number={2}, journal={Data Mining and Knowledge Discovery}, author={Waegeman, Willem and Dembczynski, Krzysztof and Hüllermeier, Eyke}, year={2019}, pages={293–324} }
LibreCat | Files available | DOI
 
[383]
2019 | Conference Paper | LibreCat-ID: 15003
@inproceedings{Mortier_Wydmuch_Dembczynski_Hüllermeier_Waegeman_2019, title={Set-Valued Prediction in Multi-Class Classification}, booktitle={Proceedings of the 31st Benelux Conference on Artificial Intelligence {(BNAIC} 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), Brussels, Belgium, November 6-8, 2019}, author={Mortier, Thomas and Wydmuch, Marek and Dembczynski, Krzysztof and Hüllermeier, Eyke and Waegeman, Willem}, year={2019} }
LibreCat
 
[382]
2019 | Book Chapter | LibreCat-ID: 15004
@inbook{Ahmadi Fahandar_Hüllermeier_2019, place={Cham}, title={Feature Selection for Analogy-Based Learning to Rank}, DOI={10.1007/978-3-030-33778-0_22}, booktitle={Discovery Science}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[381]
2019 | Book Chapter | LibreCat-ID: 15005
@inbook{Ahmadi Fahandar_Hüllermeier_2019, place={Cham}, title={Analogy-Based Preference Learning with Kernels}, DOI={10.1007/978-3-030-30179-8_3}, booktitle={KI 2019: Advances in Artificial Intelligence}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[380]
2019 | Book Chapter | LibreCat-ID: 15006
@inbook{Nguyen_Destercke_Hüllermeier_2019, place={Cham}, title={Epistemic Uncertainty Sampling}, DOI={10.1007/978-3-030-33778-0_7}, booktitle={Discovery Science}, author={Nguyen, Vu-Linh and Destercke, Sébastien and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[379]
2019 | Conference Paper | LibreCat-ID: 15007 | OA
@inproceedings{Melnikov_Hüllermeier_2019, title={Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA}, DOI={10.1016/j.jmva.2019.02.017}, booktitle={Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101)}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2019} }
LibreCat | Files available | DOI
 
[378]
2019 | Conference Paper | LibreCat-ID: 15011 | OA
@inproceedings{Tornede_Wever_Hüllermeier_2019, title={Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking}, booktitle={Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019}, publisher={KIT Scientific Publishing, Karlsruhe}, author={Tornede, Alexander and Wever, Marcel Dominik and Hüllermeier, Eyke}, editor={Hoffmann, Frank and Hüllermeier, Eyke and Mikut, RalfEditors}, year={2019}, pages={135–146} }
LibreCat | Files available
 
[377]
2019 | Conference Paper | LibreCat-ID: 15013
@inproceedings{Brinker_Hüllermeier_2019, place={Würzburg, Germany}, title={A Reduction of Label Ranking to Multiclass Classification}, booktitle={Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases}, author={Brinker, Klaus and Hüllermeier, Eyke}, year={2019} }
LibreCat
 
[376]
2019 | Conference Paper | LibreCat-ID: 15014
@inproceedings{Hüllermeier_Couso_Diestercke_2019, title={Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants}, booktitle={Proceedings SUM 2019, International Conference on Scalable Uncertainty Management}, author={Hüllermeier, Eyke and Couso, Ines and Diestercke, Sebastian}, year={2019} }
LibreCat
 
[375]
2019 | Journal Article | LibreCat-ID: 15015
@article{Henzgen_Hüllermeier_2019, title={Mining Rank Data}, DOI={10.1145/3363572}, journal={ACM Transactions on Knowledge Discovery from Data}, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2019}, pages={1–36} }
LibreCat | DOI
 
[374]
2019 | Conference Abstract | LibreCat-ID: 13132
@inproceedings{Mohr_Wever_Tornede_Hüllermeier_2019, place={Bonn}, series={INFORMATIK 2019, Lecture Notes in Informatics (LNI), Gesellschaft für Informatik}, title={From Automated to On-The-Fly Machine Learning}, booktitle={INFORMATIK 2019: 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft}, publisher={Gesellschaft für Informatik e.V.}, author={Mohr, Felix and Wever, Marcel Dominik and Tornede, Alexander and Hüllermeier, Eyke}, year={2019}, pages={273–274}, collection={INFORMATIK 2019, Lecture Notes in Informatics (LNI), Gesellschaft für Informatik} }
LibreCat
 
[373]
2019 | Conference Paper | LibreCat-ID: 10232 | OA
@inproceedings{Wever_Mohr_Tornede_Hüllermeier_2019, title={Automating Multi-Label Classification Extending ML-Plan}, author={Wever, Marcel Dominik and Mohr, Felix and Tornede, Alexander and Hüllermeier, Eyke}, year={2019} }
LibreCat | Files available
 
[372]
2019 | Journal Article | LibreCat-ID: 20243
@article{Rohlfing_Leonardi_Nomikou_Rączaszek-Leonardi_Hüllermeier_2019, title={Multimodal Turn-Taking: Motivations, Methodological Challenges, and Novel Approaches}, DOI={10.1109/TCDS.2019.2892991}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina and Leonardi, Giuseppe and Nomikou, Iris and Rączaszek-Leonardi, Joanna and Hüllermeier, Eyke}, year={2019} }
LibreCat | DOI
 
[371]
2018 | Conference Paper | LibreCat-ID: 2479 | OA
@inproceedings{Mohr_Wever_Hüllermeier_Faez_2018, place={San Francisco, CA, USA}, title={(WIP) Towards the Automated Composition of Machine Learning Services}, DOI={10.1109/SCC.2018.00039}, booktitle={SCC}, publisher={IEEE}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke and Faez, Amin}, year={2018} }
LibreCat | Files available | DOI | Download (ext.)
 
[370]
2018 | Conference Paper | LibreCat-ID: 2857 | OA
@inproceedings{Mohr_Lettmann_Hüllermeier_Wever_2018, title={Programmatic Task Network Planning}, booktitle={Proceedings of the 1st ICAPS Workshop on Hierarchical Planning}, publisher={AAAI}, author={Mohr, Felix and Lettmann, Theodor and Hüllermeier, Eyke and Wever, Marcel Dominik}, year={2018}, pages={31–39} }
LibreCat | Files available | Download (ext.)
 
[369]
2018 | Conference Paper | LibreCat-ID: 2471 | OA
@inproceedings{Mohr_Wever_Hüllermeier_2018, place={San Francisco, CA, USA}, title={On-The-Fly Service Construction with Prototypes}, DOI={10.1109/SCC.2018.00036}, booktitle={SCC}, publisher={IEEE Computer Society}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | DOI | Download (ext.)
 
[368]
2018 | Journal Article | LibreCat-ID: 3402
@article{Melnikov_Hüllermeier_2018, title={On the effectiveness of heuristics for learning nested dichotomies: an empirical analysis}, DOI={10.1007/s10994-018-5733-1}, journal={Machine Learning}, author={Melnikov, Vitalik and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | DOI
 
[367]
2018 | Journal Article | LibreCat-ID: 3510 | OA
@article{Mohr_Wever_Hüllermeier_2018, title={ML-Plan: Automated Machine Learning via Hierarchical Planning}, DOI={10.1007/s10994-018-5735-z}, journal={Machine Learning}, publisher={Springer}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={1495–1515} }
LibreCat | Files available | DOI | Download (ext.)
 
[366]
2018 | Conference Paper | LibreCat-ID: 3552 | OA
@inproceedings{Mohr_Wever_Hüllermeier, place={‘s-Hertogenbosch, the Netherlands}, title={Reduction Stumps for Multi-Class Classification}, DOI={10.1007/978-3-030-01768-2_19}, booktitle={Proceedings of the Symposium on Intelligent Data Analysis}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke} }
LibreCat | Files available | DOI | Download (ext.)
 
[365]
2018 | Conference Paper | LibreCat-ID: 3852 | OA
@inproceedings{Wever_Mohr_Hüllermeier_2018, title={ML-Plan for Unlimited-Length Machine Learning Pipelines}, booktitle={ICML 2018 AutoML Workshop}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | Download (ext.)
 
[364]
2018 | Conference Paper | LibreCat-ID: 2109 | OA
@inproceedings{Wever_Mohr_Hüllermeier_2018, place={Kyoto, Japan}, title={Ensembles of Evolved Nested Dichotomies for Classification}, DOI={10.1145/3205455.3205562}, booktitle={Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018}, publisher={ACM}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat | Files available | DOI | Download (ext.)
 
[363]
2018 | Preprint | LibreCat-ID: 17713 | OA
@article{Wever_Mohr_Hüllermeier_2018, title={Automated Multi-Label Classification based on ML-Plan}, publisher={Arxiv}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat | Download (ext.)
 
[362]
2018 | Preprint | LibreCat-ID: 17714 | OA
@article{Mohr_Wever_Hüllermeier_2018, title={Automated machine learning service composition}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018} }
LibreCat | Download (ext.)
 
[361]
2018 | Book Chapter | LibreCat-ID: 6423
@inbook{Schäfer_Hüllermeier_2018, place={Cham}, title={Preference-Based Reinforcement Learning Using Dyad Ranking}, DOI={10.1007/978-3-030-01771-2_11}, booktitle={Discovery Science}, publisher={Springer International Publishing}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2018}, pages={161–175} }
LibreCat | Files available | DOI
 
[360]
2018 | Conference (Editor) | LibreCat-ID: 10591
@book{Abiteboul_Arenas_Barceló_Bienvenu_Calvanese_David_Hull_Hüllermeier_Kimelfeld_Libkin_et al._2018, title={Research Directions for Principles of Data Management}, volume={7}, number={1}, year={2018}, pages={1–29} }
LibreCat
 
[359]
2018 | Book Chapter | LibreCat-ID: 10783
@inbook{Couso_Hüllermeier_2018, title={Statistical Inference for Incomplete Ranking Data: A Comparison of two likelihood-based estimators}, booktitle={Frontiers in Computational Intelligence}, publisher={Springer}, author={Couso, Ines and Hüllermeier, Eyke}, editor={Mostaghim, Sanaz and Nürnberger, Andreas and Borgelt, ChristianEditors}, year={2018}, pages={31–46} }
LibreCat
 
[358]
2018 | Journal Article | LibreCat-ID: 16038
@article{Schäfer_Hüllermeier_2018, title={Dyad ranking using Plackett-Luce models based on joint feature representations}, volume={107}, number={5}, journal={Machine Learning}, author={Schäfer, D. and Hüllermeier, Eyke}, year={2018}, pages={903–941} }
LibreCat
 
[357]
2018 | Conference Paper | LibreCat-ID: 10145
@inproceedings{Ahmadi Fahandar_Hüllermeier_2018, title={Learning to Rank Based on Analogical Reasoning}, booktitle={Proc. 32 nd AAAI Conference on Artificial Intelligence (AAAI)}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2018}, pages={2951–2958} }
LibreCat
 
[356]
2018 | Conference Paper | LibreCat-ID: 10148
@inproceedings{El Mesaoudi-Paul_Hüllermeier_Busa-Fekete_2018, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn}, title={Ranking Distributions based on Noisy Sorting}, booktitle={Proc. 35th Int. Conference on Machine Learning (ICML)}, publisher={Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn}, author={El Mesaoudi-Paul, Adil and Hüllermeier, Eyke and Busa-Fekete, Robert}, year={2018}, pages={3469–3477}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts, Paderborn} }
LibreCat
 
[355]
2018 | Conference Paper | LibreCat-ID: 10149
@inproceedings{Hesse_Timmermann_Hüllermeier_Trächtler_2018, title={A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart}, booktitle={Proc. 4th Int. Conference on System-Integrated Intelligence: Intelligent, Flexible and Connected Systems in Products and Production, Procedia Manufacturing 24}, author={Hesse, M. and Timmermann, J. and Hüllermeier, Eyke and Trächtler, Ansgar}, year={2018}, pages={15–20} }
LibreCat
 
[354]
2018 | Book Chapter | LibreCat-ID: 10152
@inbook{Mencia_Fürnkranz_Hüllermeier_Rapp_2018, series={The Springer Series on Challenges in Machine Learning}, title={Learning interpretable rules for multi-label classification}, booktitle={Explainable and Interpretable Models in Computer Vision and Machine Learning}, publisher={Springer}, author={Mencia, E.Loza and Fürnkranz, J. and Hüllermeier, Eyke and Rapp, M.}, editor={Jair Escalante, H. and Escalera, S. and Guyon, I. and Baro, X. and Güclüütürk, Y. and Güclü, U. and van Gerven, M.A.J.Editors}, year={2018}, pages={81–113}, collection={The Springer Series on Challenges in Machine Learning} }
LibreCat
 
[353]
2018 | Conference Paper | LibreCat-ID: 10181
@inproceedings{Nguyen_Destercke_Masson_Hüllermeier_2018, title={Reliable Multi-class Classification based on Pairwise Epistemic and Aleatoric Uncertainty}, booktitle={Proc. 27th Int.Joint Conference on Artificial Intelligence (IJCAI)}, author={Nguyen, Vu-Linh and Destercke, Sebastian and Masson, M.-H. and Hüllermeier, Eyke}, year={2018}, pages={5089–5095} }
LibreCat
 
[352]
2018 | Conference Paper | LibreCat-ID: 10184
@inproceedings{Schäfer_Hüllermeier_2018, title={Preference-Based Reinforcement Learning Using Dyad Ranking}, booktitle={Proc. 21st Int. Conference on Discovery Science (DS)}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2018}, pages={161–175} }
LibreCat
 
[351]
2018 | Journal Article | LibreCat-ID: 10276
@article{Schäfer_Hüllermeier_2018, title={Dyad Ranking Using Plackett-Luce Models based on joint feature representations}, volume={107}, number={5}, journal={Machine Learning}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2018}, pages={903–941} }
LibreCat
 
[350]
2018 | Conference Abstract | LibreCat-ID: 1379 | OA
@inproceedings{Seemann_Geierhos_Merten_Tophinke_Wever_Hüllermeier_2018, title={Supporting the Cognitive Process in Annotation Tasks}, booktitle={Postersession Computerlinguistik der 40. Jahrestagung der Deutschen Gesellschaft für Sprachwissenschaft}, author={Seemann, Nina and Geierhos, Michaela and Merten, Marie-Luis and Tophinke, Doris and Wever, Marcel Dominik and Hüllermeier, Eyke}, editor={Eckart, Kerstin and Schlechtweg, Dominik }, year={2018} }
LibreCat | Files available | Download (ext.)
 
[349]
2018 | Journal Article | LibreCat-ID: 22996
@article{Hesse_Timmermann_Hüllermeier_Trächtler_2018, title={A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart}, volume={24}, journal={Procedia Manufacturing}, author={Hesse, Michael and Timmermann, Julia and Hüllermeier, Eyke and Trächtler, Ansgar}, year={2018}, pages={15–20} }
LibreCat
 
[348]
2017 | Conference Paper | LibreCat-ID: 3325
@inproceedings{Melnikov_Hüllermeier_2017, title={Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics}, DOI={10.5445/KSP/1000074341}, booktitle={Proceedings. 27. Workshop Computational Intelligence, Dortmund, 23. - 24. November 2017}, publisher={KIT Scientific Publishing}, author={Melnikov, Vitalik and Hüllermeier, Eyke}, year={2017} }
LibreCat | Files available | DOI
 
[347]
2017 | Conference Paper | LibreCat-ID: 71
@inproceedings{Czech_Hüllermeier_Jakobs_Wehrheim_2017, series={SWAN’17}, title={Predicting Rankings of Software Verification Tools}, DOI={10.1145/3121257.3121262}, booktitle={Proceedings of the 3rd International Workshop on Software Analytics}, author={Czech, Mike and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike}, year={2017}, pages={23–26}, collection={SWAN’17} }
LibreCat | Files available | DOI
 
[346]
2017 | Report | LibreCat-ID: 72
@book{Czech_Hüllermeier_Jakobs_Wehrheim_2017, title={Predicting Rankings of Software Verification Competitions}, author={Czech, Mike and Hüllermeier, Eyke and Jakobs, Marie-Christine and Wehrheim, Heike}, year={2017} }
LibreCat | Files available
 
[345]
2017 | Encyclopedia Article | LibreCat-ID: 10589
@inbook{Fürnkranz_Hüllermeier_2017, title={Preference Learning}, booktitle={Encyclopedia of Machine Learning and Data Mining}, author={Fürnkranz, J. and Hüllermeier, Eyke}, year={2017}, pages={1000–1005} }
LibreCat
 
[344]
2017 | Book Chapter | LibreCat-ID: 10784
@inbook{Fürnkranz_Hüllermeier_2017, title={Preference Learning}, volume={107}, booktitle={Encyclopedia of Machine Learning and Data Mining}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Sammut, C. and Webb, G.I.Editors}, year={2017}, pages={1000–1005} }
LibreCat
 
[343]
2017 | Conference Paper | LibreCat-ID: 1180 | OA
@inproceedings{Wever_Mohr_Hüllermeier_2017, place={Dortmund}, title={Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization}, booktitle={27th Workshop Computational Intelligence}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2017} }
LibreCat | Files available | Download (ext.)
 
[342]
2017 | Conference Paper | LibreCat-ID: 15397
@inproceedings{Melnikov_Hüllermeier_2017, title={Optimizing the structure of nested dichotomies. A comparison of two heuristics}, booktitle={in Proceedings 27th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, Eyke and Mikut, R.Editors}, year={2017}, pages={1–12} }
LibreCat
 
[341]
2017 | Conference Paper | LibreCat-ID: 15399
@inproceedings{Czech_Hüllermeier_Jacobs_Wehrheim_2017, title={Predicting rankings of software verification tools}, booktitle={in Proceedings ESEC/FSE Workshops 2017 - 3rd ACM SIGSOFT, International Workshop on Software Analytics (SWAN 2017), Paderborn Germany}, author={Czech, M. and Hüllermeier, Eyke and Jacobs, M.C. and Wehrheim, Heike}, year={2017} }
LibreCat
 
[340]
2017 | Conference Paper | LibreCat-ID: 15110
@inproceedings{Couso_Dubois_Hüllermeier_2017, title={Maximum likelihood estimation and coarse data}, booktitle={in Proceedings SUM 2017, 11th International Conference on Scalable Uncertainty Management, Granada, Spain}, publisher={Springer}, author={Couso, Ines and Dubois, D. and Hüllermeier, Eyke}, year={2017}, pages={3–16} }
LibreCat
 
[339]
2017 | Conference Paper | LibreCat-ID: 10204
@inproceedings{Ewerth_Springstein_Müller_Balz_Gehlhaar_Naziyok_Dembczynski_Hüllermeier_2017, title={Estimating relative depth in single images via rankboost}, booktitle={Proc. IEEE Int. Conf. on Multimedia and Expo (ICME 2017)}, author={Ewerth, Ralph and Springstein, M. and Müller, E. and Balz, A. and Gehlhaar, J. and Naziyok, T. and Dembczynski, K. and Hüllermeier, Eyke}, year={2017}, pages={919–924} }
LibreCat
 
[338]
2017 | Conference Paper | LibreCat-ID: 10205
@inproceedings{Ahmadi Fahandar_Hüllermeier_Couso_2017, title={Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent  Coarsening}, booktitle={Proc. 34th Int. Conf. on Machine Learning (ICML 2017)}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke and Couso, Ines}, year={2017}, pages={1078–1087} }
LibreCat
 
[337]
2017 | Conference Paper | LibreCat-ID: 10206 | OA
@inproceedings{Mohr_Lettmann_Hüllermeier_2017, title={Planning with Independent Task Networks}, DOI={10.1007/978-3-319-67190-1_15}, booktitle={Proc. 40th Annual German Conference on Advances in Artificial Intelligence (KI 2017)}, author={Mohr, Felix and Lettmann, Theodor and Hüllermeier, Eyke}, year={2017}, pages={193–206} }
LibreCat | Files available | DOI
 
[336]
2017 | Conference Paper | LibreCat-ID: 10207
@inproceedings{Czech_Hüllermeier_Jakobs_Wehrheim_2017, title={Predicting rankings of software verification tools}, booktitle={Proc. 3rd ACM SIGSOFT Int. I Workshop on Software Analytics (SWAN@ESEC/SIGSOFT FSE 2017}, author={Czech, M. and Hüllermeier, Eyke and Jakobs, M.-C. and Wehrheim, Heike}, year={2017}, pages={23–26} }
LibreCat
 
[335]
2017 | Conference Paper | LibreCat-ID: 10208
@inproceedings{Couso_Dubois_Hüllermeier_2017, title={Maximum Likelihood Estimation and Coarse Data}, booktitle={Proc. 11th Int. Conf. on Scalable Uncertainty Management (SUM 2017)}, author={Couso, Ines and Dubois, D. and Hüllermeier, Eyke}, year={2017}, pages={3–16} }
LibreCat
 
[334]
2017 | Conference Paper | LibreCat-ID: 10209
@inproceedings{Ahmadi Fahandar_Hüllermeier_2017, title={Learning to Rank based on Analogical Reasoning}, booktitle={Proc. AAAI 2017, 32nd AAAI Conference on Artificial Intelligence}, author={Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, year={2017} }
LibreCat
 
[333]
2017 | Conference Paper | LibreCat-ID: 10212
@inproceedings{Hoffmann_Hüllermeier_Mikut_2017, title={(Hrsg.) Proceedings 27. Workshop Computational Intelligence, KIT Scientific Publishing, Karlsruhe, Germany 2017}, author={Hoffmann, F. and Hüllermeier, Eyke and Mikut, R.}, year={2017} }
LibreCat
 
[332]
2017 | Conference Paper | LibreCat-ID: 10213
@inproceedings{Melnikov_Hüllermeier_2017, title={Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics}, booktitle={Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2017}, pages={1–12} }
LibreCat
 
[331]
2017 | Conference Paper | LibreCat-ID: 10216
@inproceedings{Shaker_Heldt_Hüllermeier_2017, title={Learning TSK Fuzzy Rules from Data Streams}, booktitle={Proceedings ECML/PKDD, European Conference on Machine Learning and Knowledge Discovery in Databases, Skopje, Macedonia}, author={Shaker, Ammar and Heldt, W. and Hüllermeier, Eyke}, year={2017} }
LibreCat
 
[330]
2017 | Journal Article | LibreCat-ID: 10267
@article{Bräuning_Hüllermeier_Keller_Glaum_2017, title={Lexicographic preferences for predictive modeling of human decision making. A new machine learning method with an application  in accounting}, volume={258}, number={1}, journal={European Journal of Operational Research}, author={Bräuning, M. and Hüllermeier, Eyke and Keller, T. and Glaum, M.}, year={2017}, pages={295–306} }
LibreCat
 
[329]
2017 | Journal Article | LibreCat-ID: 10268
@article{Platenius_Shaker_Becker_Hüllermeier_Schäfer_2017, title={Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic}, volume={43}, number={8}, journal={IEEE Transactions on Software Engineering}, author={Platenius, M.-C. and Shaker, Ammar and Becker, M. and Hüllermeier, Eyke and Schäfer, W.}, year={2017}, pages={739–759} }
LibreCat
 
[328]
2017 | Journal Article | LibreCat-ID: 10269
@article{Hüllermeier_2017, title={From Knowledge-based to Data-driven Modeling of Fuzzy Rule-based Systems: A Critical Reflection}, number={abs/1712.00646}, journal={The Computing Research Repository  (CoRR)}, author={Hüllermeier, Eyke}, year={2017} }
LibreCat
 
[327]
2016 | Journal Article | LibreCat-ID: 3318
@article{Melnikov_Hüllermeier_Kaimann_Frick_Gupta_2016, title={Pairwise versus Pointwise Ranking: A Case Study}, volume={25}, DOI={10.4467/20838476si.16.006.6187}, journal={Schedae Informaticae}, publisher={Uniwersytet Jagiellonski - Wydawnictwo Uniwersytetu Jagiellonskiego}, author={Melnikov, Vitalik and Hüllermeier, Eyke and Kaimann, Daniel and Frick, Bernd and Gupta, Pritha }, year={2016} }
LibreCat | Files available | DOI
 
[326]
2016 | Journal Article | LibreCat-ID: 190
@article{Platenius_Shaker_Becker_Hüllermeier_Schäfer_2016, title={Imprecise Matching of Requirements Specifications for Software Services using Fuzzy Logic}, DOI={10.1109/TSE.2016.2632115}, number={8}, journal={IEEE Transactions on Software Engineering (TSE), presented at ICSE 2017}, publisher={IEEE}, author={Platenius, Marie Christin and Shaker, Ammar and Becker, Matthias and Hüllermeier, Eyke and Schäfer, Wilhelm}, year={2016}, pages={739–759} }
LibreCat | Files available | DOI
 
[325]
2016 | Conference Paper | LibreCat-ID: 184
@inproceedings{Melnikov_Hüllermeier_2016, series={LNCS}, title={Learning to Aggregate Using Uninorms}, DOI={10.1007/978-3-319-46227-1_47}, booktitle={Proceedings of the Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2016)}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2016}, pages={756–771}, collection={LNCS} }
LibreCat | Files available | DOI
 
[324]
2016 | Encyclopedia Article | LibreCat-ID: 10785
@inbook{Fürnkranz_Hüllermeier_2016, title={Preference Learning}, booktitle={Encyclopedia of Machine Learning and Data Mining}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Sammut, C. and Webb, G.I.Editors}, year={2016} }
LibreCat
 
[323]
2016 | Conference Paper | LibreCat-ID: 15400
@inproceedings{Labreuche_Hüllermeier_Vojtas_Fallah Tehrani_2016, title={On the identifiability of models  in multi-criteria preference learning}, booktitle={in Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany}, author={Labreuche, C. and Hüllermeier, Eyke and Vojtas, P. and Fallah Tehrani, A.}, editor={Busa-Fekete, R. and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[322]
2016 | Conference Paper | LibreCat-ID: 15401
@inproceedings{Schäfer_Hüllermeier_2016, title={Preference -based reinforcement learning using dyad ranking}, booktitle={in Proceedings DA2PL`2016 Euro Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn, Germany}, author={Schäfer, D. and Hüllermeier, Eyke}, editor={Busa-Fekete, R. and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[321]
2016 | Conference Paper | LibreCat-ID: 15402
@inproceedings{Couso_Ahmadi Fahandar_Hüllermeier_2016, title={Statistical Inference for Incomplete Ranking Data: A Comparison of two likelihood-based estimators}, booktitle={in Proceedings DA2PL 2016 EURO Mini Conference From Multiple Criteria Decision Aid to Preference Learning, Paderborn Germany}, author={Couso, Ines and Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, editor={Busa-Fekete, R. and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[320]
2016 | Conference Paper | LibreCat-ID: 15403
@inproceedings{Lu_Hüllermeier_2016, title={Support vector classification on noisy data using fuzzy superset losses}, booktitle={in Proceedings 26th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Lu, S. and Hüllermeier, Eyke}, editor={Hüllermeier, Eyke and Hoffmann, F. and Mikut, R.Editors}, year={2016}, pages={1–8} }
LibreCat
 
[319]
2016 | Conference Paper | LibreCat-ID: 15404
@inproceedings{Schäfer_Hüllermeier_2016, title={Plackett-Luce networks for dyad ranking}, booktitle={in Workshop LWDA “Lernen, Wissen, Daten, Analysen” Potsdam, Germany}, author={Schäfer, D. and Hüllermeier, Eyke}, year={2016} }
LibreCat
 
[318]
2016 | Conference Paper | LibreCat-ID: 15111
@inproceedings{Pfannschmidt_Hüllermeier_Held_Neiger_2016, title={Evaluating tests in medical  diagnosis-Combining machine learning with game-theoretical concepts}, booktitle={In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands}, publisher={Springer}, author={Pfannschmidt, Karlson and Hüllermeier, Eyke and Held, S. and Neiger, R.}, year={2016}, pages={450–461} }
LibreCat
 
[317]
2016 | Journal Article | LibreCat-ID: 16041
@article{Leinweber_Fober_Strickert_Baumgärtner_Klebe_Freisleben_Hüllermeier_2016, title={CavSimBase: A database for large scale comparison of protein binding sites}, volume={28}, number={6}, journal={IEEE Transactions on Knowledge and Data Engineering}, author={Leinweber, M. and Fober, T. and Strickert, M. and Baumgärtner, L. and Klebe, G. and Freisleben, B. and Hüllermeier, Eyke}, year={2016}, pages={1423–1434} }
LibreCat
 
[316]
2016 | Book Chapter | LibreCat-ID: 10214
@inbook{Fürnkranz_Hüllermeier_2016, title={Preference Learning}, booktitle={Encyclopedia of Machine Learning and Data Mining}, publisher={Springer}, author={Fürnkranz, J. and Hüllermeier, Eyke}, editor={Sammut, C. and Webb, G.I.Editors}, year={2016} }
LibreCat
 
[315]
2016 | Conference (Editor) | LibreCat-ID: 10221
@book{Hoffmann_Hüllermeier_Mikut_2016, title={ Proceedings 26. Workshop Computational Intelligence KIT Scientific Publishing, Karlsruhe, Germany}, year={2016} }
LibreCat
 
[314]
2016 | Conference Paper | LibreCat-ID: 10222
@inproceedings{Jasinska_Dembczynski_Busa-Fekete_Klerx_Hüllermeier_2016, title={Extreme F-measure maximization using sparse probability estimates }, booktitle={Proceedings ICML-2016, 33th International Conference on Machine Learning, New York, USA}, author={Jasinska, K. and Dembczynski, K. and Busa-Fekete, Robert and Klerx, Timo and Hüllermeier, Eyke}, editor={Balcan, M.F. and Weinberger, K.Q.Editors}, year={2016} }
LibreCat
 
[313]
2016 | Conference Paper | LibreCat-ID: 10223
@inproceedings{Melnikov_Hüllermeier_2016, title={Learning to aggregate using uninorms,  in Proceedings ECML/PKDD-2016}, booktitle={European Conference on Machine Learning and Knowledge Discovery in Databases, Part II, Riva del Garda, Italy}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2016}, pages={756–771} }
LibreCat
 
[312]
2016 | Conference Paper | LibreCat-ID: 10224
@inproceedings{Dembczynski_Kotlowski_Waegeman_Busa-Fekete_Hüllermeier_2016, title={Consistency of probalistic classifier trees}, booktitle={In Proceedings ECML/PKDD European Conference on Maschine Learning and Knowledge Discovery in Databases, Part II, Riva del Garda, Italy}, author={Dembczynski, K. and Kotlowski, W. and Waegeman, W. and Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2016}, pages={511–526} }
LibreCat
 
[311]
2016 | Conference Paper | LibreCat-ID: 10225
@inproceedings{Shabani_Paul_Platon_Hüllermeier_2016, title={Predicting the electricity consumption of buildings: An improved CBR approach}, booktitle={In Proceedings ICCBR, 24th International Conference on Case-Based Reasoning, Atlanta, GA, USA}, author={Shabani, Aulon and Paul, Adil and Platon, R. and Hüllermeier, Eyke}, year={2016}, pages={356–369} }
LibreCat
 
[310]
2016 | Conference Paper | LibreCat-ID: 10226
@inproceedings{Pfannschmidt_Hüllermeier_Held_Neiger_2016, title={Evaluating tests in medical  diagnosis-Combining machine learning with game-theoretical concepts}, booktitle={In Proceedings IPMU 16th International Conference on Information Processing and Management  of Uncertainty in Knowledge-Based Systems, Part 1, Eindhoven, The Netherlands}, publisher={Springer}, author={Pfannschmidt, Karlson and Hüllermeier, Eyke and Held, S. and Neiger, R.}, year={2016}, pages={450–461} }
LibreCat
 
[309]
2016 | Conference Paper | LibreCat-ID: 10227
@inproceedings{Labreuche_Hüllermeier_Vojtas_Fallah Tehrani_2016, title={On the Identifiability of models in multi-criteria preference learning }, booktitle={Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning}, author={Labreuche, C. and Hüllermeier, Eyke and Vojtas, P. and Fallah Tehrani, A.}, editor={Busa-Fekete, Robert and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[308]
2016 | Conference Paper | LibreCat-ID: 10228
@inproceedings{Schäfer_Hüllermeier_2016, title={Preference-Based Reinforcement Learning Using Dyad Ranking}, booktitle={Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning}, author={Schäfer, Dirk and Hüllermeier, Eyke}, editor={Busa-Fekete, Robert and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[307]
2016 | Conference Paper | LibreCat-ID: 10229
@inproceedings{Couso_Ahmadi Fahandar_Hüllermeier_2016, title={Statistical Inference for Incomplete Ranking Data: A Comparison of two likelihood-based estimators}, booktitle={Proceedings DA2PL ´2016, Euro Mini Conference from Multiple Criteria Decision Aid to Preference Learning}, author={Couso, Ines and Ahmadi Fahandar, Mohsen and Hüllermeier, Eyke}, editor={Busa-Fekete, Robert and Hüllermeier, Eyke and Mousseau, V. and Pfannschmidt, KarlsonEditors}, year={2016} }
LibreCat
 
[306]
2016 | Conference Paper | LibreCat-ID: 10230
@inproceedings{Lu_Hüllermeier_2016, title={Support vector classification on noisy data using fuzzy supersets losses}, booktitle={Proceedings 26. Workshop Computational Intelligence, KIT Scientific Publishing}, author={Lu, S. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, Eyke and Mikut, R.Editors}, year={2016}, pages={1–8} }
LibreCat
 
[305]
2016 | Conference Paper | LibreCat-ID: 10231
@inproceedings{Schäfer_Hüllermeier_2016, title={Plackett-Luce networks for dyad ranking}, booktitle={In Workshop LWDA “Lernen, Wissen, Daten, Analysen”}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2016} }
LibreCat
 
[304]
2016 | Conference (Editor) | LibreCat-ID: 10263
@book{Kaminka_Fox_Bouquet_Hüllermeier_Dignum_Dignum_van Harmelen_2016, place={The Hague, The Netherlands}, series={Frontiers in Artificial Intelligence and Applications, The Hague, The Netherlands}, title={ECAI 2016, 22nd European Conference on Artificial Intelligence, including PAIS 2016, Prestigious Applications of Artificial Intelligence}, volume={285}, publisher={IOS Press}, year={2016}, collection={Frontiers in Artificial Intelligence and Applications, The Hague, The Netherlands} }
LibreCat
 
[303]
2016 | Journal Article | LibreCat-ID: 10264
@article{Leinweber_Fober_Strickert_Baumgärtner_Klebe_Freisleben_Hüllermeier_2016, title={CavSimBase: A database for large scale comparison of protein binding sites}, volume={28}, number={6}, journal={IEEE Transactions on Knowledge and Data Engineering}, author={Leinweber, M. and Fober, T. and Strickert, M. and Baumgärtner, L. and Klebe, G. and Freisleben, B. and Hüllermeier, Eyke}, year={2016}, pages={1423–1434} }
LibreCat
 
[302]
2016 | Journal Article | LibreCat-ID: 10266
@article{Riemenschneider_Senge_Neumann_Hüllermeier_Heider_2016, title={Exploiting HIV-1 protease and reverse transcriptase cross-resistance information for improved drug resistance prediction by means of multi-label classification}, volume={9}, number={10}, journal={BioData Mining}, author={Riemenschneider, M. and Senge, Robin and Neumann, U. and Hüllermeier, Eyke and Heider, D.}, year={2016} }
LibreCat
 
[301]
2015 | Journal Article | LibreCat-ID: 4792
@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning for Classification}, volume={23}, DOI={10.1109/tfuzz.2015.2396078}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }
LibreCat | Files available | DOI
 
[300]
2015 | Conference Paper | LibreCat-ID: 15406
@inproceedings{Schäfer_Hüllermeier_2015, title={Preference-based meta-learning using dyad ranking: Recommending algorithms in cold-start situations}, booktitle={in Proceedings of the 2015 international Workshop on Meta-Learning and Algorithm Selection co-located ECML/PKDD, Porto, Portugal}, author={Schäfer, D. and Hüllermeier, Eyke}, year={2015}, pages={110–111} }
LibreCat
 
[299]
2015 | Conference Paper | LibreCat-ID: 15749
@inproceedings{Paul_Hüllermeier_2015, title={A cbr approach to the angry birds game}, booktitle={In Workshop Proceedings from ICCBR, 23rd International Conference on Case-Based Reasoning, Frankfurt, Germany}, author={Paul, Adil and Hüllermeier, Eyke}, year={2015}, pages={68–77} }
LibreCat
 
[298]
2015 | Conference Paper | LibreCat-ID: 15750
@inproceedings{Ewerth_Balz_Gehlhaar_Dembczynski_Hüllermeier_2015, title={Depth estimation in monocular images: Quantitative versus qualitative approaches}, booktitle={In Proceedings 25. Workshop Computational Intelligence, Dortmund, Germany}, publisher={KIT Scientific Publishing}, author={Ewerth, R. and Balz, A. and Gehlhaar, J. and Dembczynski, K. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2015}, pages={235–240} }
LibreCat
 
[297]
2015 | Conference Paper | LibreCat-ID: 15751
@inproceedings{Lu_Hüllermeier_2015, title={Locally weighted regression through data imprecisiation}, booktitle={in Proceedings 25th Workshop Computational Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Lu, S. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors}, year={2015}, pages={97–104} }
LibreCat
 
[296]
2015 | Journal Article | LibreCat-ID: 16049
@article{Senge_Hüllermeier_2015, title={Fast fuzzy pattern tree learning for classification }, volume={23}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }
LibreCat
 
[295]
2015 | Journal Article | LibreCat-ID: 16051
@article{Hüllermeier_2015, title={From knowledge-based to data driven fuzzy modeling: Development, criticism and alternative directions}, volume={38}, number={6}, journal={Informatik Spektrum}, author={Hüllermeier, Eyke}, year={2015}, pages={500–509} }
LibreCat
 
[294]
2015 | Journal Article | LibreCat-ID: 16053
@article{Hüllermeier_2015, title={Does machine learning need fuzzy logic?}, volume={281}, journal={Fuzzy Sets and Systems}, author={Hüllermeier, Eyke}, year={2015}, pages={292–299} }
LibreCat
 
[293]
2015 | Journal Article | LibreCat-ID: 16058
@article{Waegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title={On the Bayes-optimality of F-measure maximizers}, volume={15}, journal={Journal of Machine Learning Research}, author={Waegeman, W. and Dembczynski, K. and Jachnik, A. and Cheng, W. and Hüllermeier, Eyke}, year={2015}, pages={3313–3368} }
LibreCat
 
[292]
2015 | Journal Article | LibreCat-ID: 16067
@article{Shaker_Hüllermeier_2015, title={Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study}, volume={150}, journal={Neurocomputing}, author={Shaker, A. and Hüllermeier, Eyke}, year={2015}, pages={250–264} }
LibreCat
 
[291]
2015 | Conference Paper | LibreCat-ID: 10234
@inproceedings{Hüllermeier_Minor_2015, title={Case-Based Reasoning Research and Development }, booktitle={in Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015) LNAI 9343}, publisher={Springer}, author={Hüllermeier, Eyke and Minor, M.}, year={2015} }
LibreCat
 
[290]
2015 | Conference Paper | LibreCat-ID: 10235
@inproceedings{Hoffmann_Hüllermeier_2015, title={Proceedings 25. Workshop Computational Intelligence KIT Scientific Publishing}, author={Hoffmann, F. and Hüllermeier, Eyke}, year={2015} }
LibreCat
 
[289]
2015 | Conference Paper | LibreCat-ID: 10236
@inproceedings{Abdel-Aziz_Hüllermeier_2015, title={Case Base Maintenance in Preference-Based CBR}, booktitle={In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR 2015)}, author={Abdel-Aziz, A. and Hüllermeier, Eyke}, year={2015}, pages={1–14} }
LibreCat
 
[288]
2015 | Conference Paper | LibreCat-ID: 10237
@inproceedings{Szörényi_Busa-Fekete_Weng_Hüllermeier_2015, title={Qualitative Multi-Armed Bandits: A Quantile-Based Approach}, booktitle={In Proceedings International Conference on Machine Learning (ICML 2015)}, author={Szörényi, B. and Busa-Fekete, Robert and Weng, P. and Hüllermeier, Eyke}, year={2015}, pages={1660–1668} }
LibreCat
 
[287]
2015 | Conference Paper | LibreCat-ID: 10238
@inproceedings{Schäfer_Hüllermeier_2015, title={Dyad Ranking Using A Bilinear Plackett-Luce Model}, booktitle={in Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2015}, pages={227–242} }
LibreCat
 
[286]
2015 | Conference Paper | LibreCat-ID: 10239
@inproceedings{Hüllermeier_Cheng_2015, title={Superset Learning Based on Generalized Loss Minimization }, booktitle={in Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)}, author={Hüllermeier, Eyke and Cheng, W.}, year={2015}, pages={260–275} }
LibreCat
 
[285]
2015 | Conference Paper | LibreCat-ID: 10240
@inproceedings{Henzgen_Hüllermeier_2015, title={Weighted Rank Correlation : A Flexible Approach Based on Fuzzy Order Relations}, booktitle={in Proceedings European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD)}, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2015}, pages={422–437} }
LibreCat
 
[284]
2015 | Conference Paper | LibreCat-ID: 10241
@inproceedings{Szörényi_Busa-Fekete_Paul_Hüllermeier_2015, title={Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach}, booktitle={in Advances in Neural Information Processing Systems 28 (NIPS 2015)}, author={Szörényi, B. and Busa-Fekete, Robert and Paul, Adil and Hüllermeier, Eyke}, year={2015}, pages={604–612} }
LibreCat
 
[283]
2015 | Conference Paper | LibreCat-ID: 10242
@inproceedings{Szörényi_Busa-Fekete_Dembczynski_Hüllermeier_2015, title={Online F-Measure Optimization}, booktitle={in Advances in Neural Information Processing Systems 28 (NIPS 2015)}, author={Szörényi, B. and Busa-Fekete, Robert and Dembczynski, K. and Hüllermeier, Eyke}, year={2015}, pages={595–603} }
LibreCat
 
[282]
2015 | Conference Paper | LibreCat-ID: 10243
@inproceedings{El Mesaoudi-Paul_Hüllermeier_2015, title={A CBR Approach to the Angry Birds Game}, booktitle={in Workshop Proc. 23rd International Conference on Case-Based Reasoning (ICCBR 2015)}, author={El Mesaoudi-Paul, Adil and Hüllermeier, Eyke}, year={2015}, pages={68–77} }
LibreCat
 
[281]
2015 | Conference Paper | LibreCat-ID: 10244
@inproceedings{Schäfer_Hüllermeier_2015, title={Preference-Based Meta- Learning Using Dyad Ranking: Recommending Algorithms in Cold-Start Situations}, booktitle={in Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection (MetaSel@PKDD/ECML)}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2015}, pages={110–111} }
LibreCat
 
[280]
2015 | Conference Paper | LibreCat-ID: 10245
@inproceedings{Lu_Hüllermeier_2015, title={Locally weighted regression through data imprecisiation}, booktitle={Proceedings 25. Workshop Computational Intelligence}, author={Lu, S. and Hüllermeier, Eyke}, year={2015}, pages={97–104} }
LibreCat
 
[279]
2015 | Conference Paper | LibreCat-ID: 10246
@inproceedings{Ewerth_Balz_Gehlhaar_Dembczynski_Hüllermeier_2015, title={Depth estimation in monocular images: Quantitative versus qualitative approaches}, booktitle={Proceedings 25. Workshop Computational Intelligence}, author={Ewerth, Ralph and Balz, A. and Gehlhaar, J. and Dembczynski, K. and Hüllermeier, Eyke}, year={2015}, pages={235–240} }
LibreCat
 
[278]
2015 | Journal Article | LibreCat-ID: 10319
@article{Waegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title={On the Bayes-Optimality of F-Measure Maximizers}, volume={15}, journal={in Journal of Machine Learning Research}, author={Waegeman, W. and Dembczynski, K. and Jachnik, A. and Cheng, W. and Hüllermeier, Eyke}, year={2015}, pages={3333–3388} }
LibreCat
 
[277]
2015 | Journal Article | LibreCat-ID: 10320
@article{Hüllermeier_2015, title={Does machine learning need fuzzy logic?}, volume={281}, journal={Fuzzy Sets and Systems}, author={Hüllermeier, Eyke}, year={2015}, pages={292–299} }
LibreCat
 
[276]
2015 | Journal Article | LibreCat-ID: 10321
@article{Shaker_Hüllermeier_2015, title={Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study}, volume={150}, journal={Neurocomputing}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2015}, pages={250–264} }
LibreCat
 
[275]
2015 | Journal Article | LibreCat-ID: 10322
@article{Hüllermeier_2015, title={From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and alternative directions}, volume={38}, number={6}, journal={Informatik Spektrum}, author={Hüllermeier, Eyke}, year={2015}, pages={500–509} }
LibreCat
 
[274]
2015 | Journal Article | LibreCat-ID: 10323
@article{Garcia-Jimenez_Bustince_Hüllermeier_Mesiar_Pal_Pradera_2015, title={Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems}, volume={23}, number={4}, journal={IEEE Transactions on Fuzzy Systems}, author={Garcia-Jimenez, S. and Bustince, U. and Hüllermeier, Eyke and Mesiar, R. and Pal, N.R. and Pradera, A.}, year={2015}, pages={1259–1273} }
LibreCat
 
[273]
2015 | Journal Article | LibreCat-ID: 10324
@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning of Classification}, volume={23}, number={6}, journal={IEEE Transactions on Fuzzy Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033} }
LibreCat
 
[272]
2014 | Journal Article | LibreCat-ID: 16046
@article{Agarwal_Fallah Tehrani_Hüllermeier_2014, title={Preference-based learning of ideal solutions in TOPSIS-like decision models}, volume={22}, number={3–4}, journal={Journal of Multi-Criteria Decision Analysis}, author={Agarwal, M. and Fallah Tehrani, A. and Hüllermeier, Eyke}, year={2014} }
LibreCat
 
[271]
2014 | Journal Article | LibreCat-ID: 16060
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended graph-based models for enhanced similarity search in Cabase}, volume={11}, number={5}, journal={IEEE/ACM Transactions of Computational Biology and Bioinformatics}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
LibreCat
 
[270]
2014 | Journal Article | LibreCat-ID: 16064
@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={International Journal of Approximate Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1519–1534} }
LibreCat
 
[269]
2014 | Journal Article | LibreCat-ID: 16069
@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving fuzzy-rule-based systems}, volume={5}, journal={Evolving Systems}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191} }
LibreCat
 
[268]
2014 | Journal Article | LibreCat-ID: 16077
@article{Busa-Fekete_Szörenyi_Weng_Cheng_Hüllermeier_2014, title={Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm.}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete, Robert and Szörenyi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
LibreCat
 
[267]
2014 | Journal Article | LibreCat-ID: 16078
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, A. and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
LibreCat
 
[266]
2014 | Journal Article | LibreCat-ID: 16079
@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert, M. and Bunte, K. and Schleif, F.M. and Hüllermeier, Eyke}, year={2014}, pages={97–109} }
LibreCat
 
[265]
2014 | Journal Article | LibreCat-ID: 16080
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={International Journal of Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
LibreCat
 
[264]
2014 | Journal Article | LibreCat-ID: 16082
@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014, title={Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge, Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }
LibreCat
 
[263]
2014 | Journal Article | LibreCat-ID: 16083
@article{Donner-Banzhoff_Haasenritter_Hüllermeier_Viniol_Bösner_Becker_2014, title={The comprehensive diagnostic study is suggested as a design to model the diagnostic process}, volume={2}, number={67}, journal={Journal of Clinical Epidemiology}, author={Donner-Banzhoff, N. and Haasenritter, J. and Hüllermeier, Eyke and Viniol, A. and Bösner, S. and Becker, A.}, year={2014}, pages={124–132} }
LibreCat
 
[262]
2014 | Conference Paper | LibreCat-ID: 10247
@inproceedings{Busa-Fekete_Szörényi_Hüllermeier_2014, title={PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences}, booktitle={Proceedings AAAI 2014, Quebec, Canada}, author={Busa-Fekete, Robert and Szörényi, B. and Hüllermeier, Eyke}, year={2014}, pages={1701–1707} }
LibreCat
 
[261]
2014 | Conference Paper | LibreCat-ID: 10248
@inproceedings{Busa-Fekete_Hüllermeier_2014, title={A Survey of Preference-Based Online Learning with Bandit Algorithms}, booktitle={Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia}, author={Busa-Fekete, Robert and Hüllermeier, Eyke}, year={2014}, pages={18–39} }
LibreCat
 
[260]
2014 | Conference Paper | LibreCat-ID: 10249
@inproceedings{Henzgen_Hüllermeier_2014, title={Mining Rank Data}, booktitle={Proceedings Discovery Science, Bled,Slovenia }, author={Henzgen, Sascha and Hüllermeier, Eyke}, year={2014}, pages={123–134} }
LibreCat
 
[259]
2014 | Conference Paper | LibreCat-ID: 10250
@inproceedings{Fallah Tehrani_Strickert_Hüllermeier_2014, title={The Choquet kernel for monotone data}, booktitle={Proceedings ESANN , Bruges, Belgium}, author={Fallah Tehrani, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014} }
LibreCat
 
[258]
2014 | Conference Paper | LibreCat-ID: 10251
@inproceedings{Abdel-Aziz_Strickert_Hüllermeier_2014, title={Learning Solution Similarity in Preference-Based CBR}, booktitle={Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland}, author={Abdel-Aziz, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={17–31} }
LibreCat
 
[257]
2014 | Conference Paper | LibreCat-ID: 10253
@inproceedings{Schäfer_Hüllermeier_2014, title={Dyad Ranking Using A Bilinear Plackett-Luce Model}, booktitle={Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2014}, pages={32–33} }
LibreCat
 
[256]
2014 | Conference Paper | LibreCat-ID: 10254
@inproceedings{Calders_Esposito_Hüllermeier_Meo_2014, title={Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France}, booktitle={Proceedings, Parts I-III. Lecture Notes in Computer Science}, publisher={Springer}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={8724–8726} }
LibreCat
 
[255]
2014 | Conference Paper | LibreCat-ID: 10295
@inproceedings{Fürnkranz_Hüllermeier_Rudin_Slowinski_Sanner_2014, title={Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports}, volume={4}, number={3}, author={Fürnkranz, J. and Hüllermeier, Eyke and Rudin, Cynthia and Slowinski, Roman and Sanner, Scott}, year={2014}, pages={1–27} }
LibreCat
 
[254]
2014 | Journal Article | LibreCat-ID: 10296
@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams: Analyzing temporal events in dynamically changing environments}, volume={24}, number={1}, journal={Applied Mathematics and Computer Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212} }
LibreCat
 
[253]
2014 | Journal Article | LibreCat-ID: 10297
@article{Hoffmann_Hüllermeier_Kroll_2014, title={Ausgewählte Beiträge des GMA-Fachausschusses 5.14}, volume={62}, number={10}, journal={Computational Intelligence Automatisierungstechnik}, author={Hoffmann, F. and Hüllermeier, Eyke and Kroll, A.}, year={2014}, pages={685–686} }
LibreCat
 
[252]
2014 | Journal Article | LibreCat-ID: 10298
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={28}, number={5–6}, journal={Data Min. Knowledge Discovery}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1129–1133} }
LibreCat
 
[251]
2014 | Journal Article | LibreCat-ID: 10299
@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving fuzzy rule-based systems}, volume={5}, number={3}, journal={Evolving Systems}, author={Henzgen, Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191} }
LibreCat
 
[250]
2014 | Journal Article | LibreCat-ID: 10308
@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1519–1534} }
LibreCat
 
[249]
2014 | Journal Article | LibreCat-ID: 10309
@article{Hüllermeier_2014, title={Rejoinder on "Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization}, volume={55}, number={7}, journal={Int. J. Approx. Reasoning}, author={Hüllermeier, Eyke}, year={2014}, pages={1609–1613} }
LibreCat
 
[248]
2014 | Journal Article | LibreCat-ID: 10310
@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert, M. and Bunte, K. and Schleif, F.- M. and Hüllermeier, Eyke}, year={2014}, pages={97–109} }
LibreCat
 
[247]
2014 | Journal Article | LibreCat-ID: 10311
@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014, title={Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge, Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }
LibreCat
 
[246]
2014 | Journal Article | LibreCat-ID: 10312
@article{Mernberger_Moog_Stork_Zauner_Maier_Hüllermeier_2014, title={Protein Sub-Cellular Localization Prediction for Special compartments via Optimized Time Series Distances}, volume={12}, number={1}, journal={J. Bioinformatics and Computational Biology}, author={Mernberger, M. and Moog, M. and Stork, S. and Zauner, S. and Maier, U.G. and Hüllermeier, Eyke}, year={2014} }
LibreCat
 
[245]
2014 | Journal Article | LibreCat-ID: 10313
@article{Calders_Esposito_Hüllermeier_Meo_2014, title={Guest editors`introduction:special issue of the ECML/PKDD 2014 journal track}, volume={97}, number={1–2}, journal={Machine Learning}, author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014}, pages={1–3} }
LibreCat
 
[244]
2014 | Journal Article | LibreCat-ID: 10314
@article{Busa-Fekete_Szörényi_Weng_Cheng_Hüllermeier_2014, title={Preference-Based Reinforcement Learning: evolutionary direct policy search using a preference-based racing algorithm}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete, Robert and Szörényi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014}, pages={327–351} }
LibreCat
 
[243]
2014 | Journal Article | LibreCat-ID: 10315
@article{Montanés_Senge_Barranquero_Quevedo_Del Coz_Hüllermeier_2014, title={Dependent binary relevance models for multi-label classification}, volume={47}, number={3}, journal={Pattern Recognition}, author={Montanés, E. and Senge, Robin and Barranquero, J. and Quevedo, J.R. and Del Coz, J.J. and Hüllermeier, Eyke}, year={2014}, pages={1494–1508} }
LibreCat
 
[242]
2014 | Journal Article | LibreCat-ID: 10316
@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et al._2014, title={Open challenges for data stream mining research}, volume={16}, number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I. and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack, T. and Shaker, Ammar and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014}, pages={1–10} }
LibreCat
 
[241]
2014 | Journal Article | LibreCat-ID: 10317
@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended Graph-Based Models for Enhanced Similarity Search in Cavbase}, volume={11}, number={5}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Krotzky, T. and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890} }
LibreCat
 
[240]
2014 | Journal Article | LibreCat-ID: 10318
@article{Stock_Fober_Hüllermeier_Glinca_Klebe_Pahikkala_Airola_De Baets_Wageman_2014, title={Identification of Functionally Releated Enzymes by Learning to Rank Methods}, volume={11}, number={6}, journal={IEEE/ACM Trans. Comput. Biology Bioinform.}, author={Stock, M. and Fober, T. and Hüllermeier, Eyke and Glinca, S and Klebe, G. and Pahikkala, T. and Airola, A. and De Baets, B. and Wageman, W.}, year={2014}, pages={1157–1169} }
LibreCat
 
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