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224 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: 15007
@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} }
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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} }
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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 | 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} }
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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 | 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} }
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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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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
 

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} }
LibreCat
 

2018 | Conference Paper | LibreCat-ID: 10154
@inproceedings{Mohr_Wever_Hüllermeier_Faez_2018, title={(WIP) Towards the Automated Composition of Machine Learning Services}, booktitle={Proc. 15th Int. Conference on Services Computing (SCC)}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke and Faez, Amin}, year={2018}, pages={241–244} }
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2018 | Conference Paper | LibreCat-ID: 10192
@inproceedings{Wever_Mohr_Hüllermeier_2018, title={ML-Plan for Unlimited-Length Machine Learning Pipelines}, booktitle={Int. Workshop on Automatic Machine Learning (AutoML) at ICML 2018}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018} }
LibreCat
 

2018 | Journal Article | LibreCat-ID: 10274
@article{Melnikov_Hüllermeier_2018, title={On the effectiveness of heuristics for learning nested dichotomies: an empirial analysis}, volume={107}, number={8–10}, journal={Machine Learning}, author={Melnikov, Vitaly and Hüllermeier, Eyke}, year={2018}, pages={1537–1560} }
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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} }
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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} }
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2018 | Conference Paper | LibreCat-ID: 2109
@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} }
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2018 | Conference Paper | LibreCat-ID: 2471
@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} }
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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} }
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2018 | Conference Paper | LibreCat-ID: 10148
@inproceedings{El Mesaoudi-Paul_Hüllermeier_Busa-Fekete_2018, title={Ranking Distributions based on  Noisy Sorting}, booktitle={Proc. 35th Int. Conference on Machine Learning (ICML)}, author={El Mesaoudi-Paul, Adil and Hüllermeier, Eyke and Busa-Fekete, Robert}, year={2018}, pages={3469–3477} }
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2018 | Conference Paper | LibreCat-ID: 3552
@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} }
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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} }
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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} }
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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
 

2018 | Conference Paper | LibreCat-ID: 2857
@inproceedings{Mohr_Lettmann_Hüllermeier_Wever_2018, title={Programmatic Task Network Planning}, booktitle={Proceedings of the 28th International Conference on Automated Planning and Scheduling}, publisher={AAAI}, author={Mohr, Felix and Lettmann, Theodor and Hüllermeier, Eyke and Wever, Marcel Dominik}, year={2018} }
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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} }
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2018 | Bachelorsthesis | LibreCat-ID: 5693
@book{Graf_2018, title={Ranking of Classification Algorithms in AutoML}, author={Graf, Helena}, year={2018} }
LibreCat
 

2018 | Conference Abstract | LibreCat-ID: 1379
@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 Editors}, year={2018} }
LibreCat | Files available | Download (ext.)
 

2018 | Conference Paper | LibreCat-ID: 10152
@inproceedings{Mohr_Wever_Hüllermeier_2018, title={On-the-Fly Service Construction with Prototypes}, booktitle={Proc. 15th Int. Conference on Services Computing (SCC)}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={225–232} }
LibreCat
 

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
 

2018 | Journal Article | LibreCat-ID: 10784
@article{Mohr_Wever_Hüllermeier_2018, title={ML-Plan: Automated machine learning via hierarchical planning}, volume={107}, number={8–10}, journal={Machine Learning}, author={Mohr, Felix and Wever, Marcel Dominik and Hüllermeier, Eyke}, year={2018}, pages={1495–1515} }
LibreCat
 

2018 | Conference Paper | LibreCat-ID: 10188
@inproceedings{Wever_Mohr_Hüllermeier_2018, title={Ensembles of evolved nested dichotomies for classificaton}, booktitle={Proc. Genetic and Evolutionary Computation Conference (GECCO)}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2018}, pages={561–568} }
LibreCat
 

2018 | Journal Article | LibreCat-ID: 3510
@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} }
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2017 | Bachelorsthesis | LibreCat-ID: 5694
@book{Schnitker_2017, title={Genetischer Algorithmus zur Erstellung von Ensembles von Nested Dichotomies}, author={Schnitker, Nino Noel}, year={2017} }
LibreCat
 

2017 | Conference Paper | LibreCat-ID: 1180
@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} }
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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} }
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