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179 Publications


2019 | Journal Article | LibreCat-ID: 15002
@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} }
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2019 | Journal Article | LibreCat-ID: 14028
@article{Bengs_Holzmann_2019, title={Adaptive confidence sets for kink estimation}, DOI={10.1214/19-ejs1555}, journal={Electronic Journal of Statistics}, author={Bengs, Viktor and Holzmann, Hajo}, year={2019}, pages={1523–1579} }
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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} }
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2019 | Conference Paper | LibreCat-ID: 10232
@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} }
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2019 | Conference Paper | LibreCat-ID: 15009
@inproceedings{Epple_Dari_Drees_Protschky_Riener_2019, title={Influence of Cruise Control on Driver Guidance - a Comparison between System Generations and Countries}, DOI={10.1109/ivs.2019.8814100}, booktitle={2019 IEEE Intelligent Vehicles Symposium (IV)}, author={Epple, Nico and Dari, Simone and Drees, Ludwig and Protschky, Valentin and Riener, Andreas}, year={2019} }
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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} }
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2019 | Conference Paper | LibreCat-ID: 15011
@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} }
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2019 | Conference Abstract | LibreCat-ID: 8956
@inproceedings{Hetzer_Wever_Mohr_Hüllermeier_2019, title={Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking}, author={Hetzer, Alexander and Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2019} }
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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} }
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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} }
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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} }
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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} }
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2019 | Journal Article | LibreCat-ID: 14027
@article{Bengs_Eulert_Holzmann_2019, title={Asymptotic confidence sets for the jump curve in bivariate regression problems}, DOI={10.1016/j.jmva.2019.02.017}, journal={Journal of Multivariate Analysis}, author={Bengs, Viktor and Eulert, Matthias and Holzmann, Hajo}, year={2019}, pages={291–312} }
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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} }
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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} }
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2018 | Conference Paper | LibreCat-ID: 3852
@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} }
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2018 | Conference Paper | LibreCat-ID: 2479
@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} }
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2018 | Conference Paper | LibreCat-ID: 10153
@inproceedings{Mohr_Wever_Hüllermeier_2018, title={Reduction Stumps for Multi-class Classification}, booktitle={Proc. 17th Int. Symposium on Intelligent Data Analysis (IDA)}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={225–237} }
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2018 | Bachelorsthesis | LibreCat-ID: 5936
@book{Scheibl_2018, title={Learning about learning curves from dataset properties}, author={Scheibl, Manuel}, year={2018} }
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2018 | Conference Paper | LibreCat-ID: 10185
@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, N. and Geierhos, Michaela and Merten, M.-L. and Tophinke, Doris and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018} }
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