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146 Publications


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 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 | 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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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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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} }
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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} }
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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} }
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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} }
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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} }
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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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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} }
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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} }
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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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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} }
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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
 

2017 | Conference Abstract | LibreCat-ID: 5722
@inproceedings{Gupta_Hetzer_Tornede_Gottschalk_Kornelsen_Osterbrink_Pfannschmidt_Hüllermeier_2017, title={jPL: A Java-based Software Framework for Preference Learning}, author={Gupta, Pritha and Hetzer, Alexander and Tornede, Tanja and Gottschalk, Sebastian and Kornelsen, Andreas and Osterbrink, Sebastian and Pfannschmidt, Karlson and Hüllermeier, Eyke}, year={2017} }
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2017 | Conference Paper | LibreCat-ID: 10111
@inproceedings{Mohr_Lettmann_Hüllermeier_2017, series={Lecture Notes in Computer Science}, title={Planning with Independent Task Networks.}, volume={10505}, booktitle={Proceedings of the 40th Annual German Conference on AI (KI 2017)}, publisher={Springer}, author={Mohr, Felix and Lettmann, Theodor and Hüllermeier, Eyke}, year={2017}, pages={193–206}, collection={Lecture Notes in Computer Science} }
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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} }
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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} }
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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
 

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
 

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
 

2017 | Conference Paper | LibreCat-ID: 10206
@inproceedings{Mohr_Lettmann_Hüllermeier_2017, title={Planning with Independent Task Networks}, 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
 

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} }
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2017 | Mastersthesis | LibreCat-ID: 5724
@book{Hetzer_Tornede_2017, place={Paderborn}, title={Solving the Container Pre-Marshalling Problem using Reinforcement Learning and Structured Output Prediction}, author={Hetzer, Alexander and Tornede, Tanja}, year={2017} }
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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} }
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2017 | Conference Paper | LibreCat-ID: 115
@inproceedings{Jakobs_Krämer_van Straaten_Lettmann_2017, title={Certification Matters for Service Markets}, booktitle={The Ninth International Conferences on Advanced Service Computing (SERVICE COMPUTATION)}, author={Jakobs, Marie-Christine and Krämer, Julia and van Straaten, Dirk and Lettmann, Theodor}, editor={Marcelo De Barros, Janusz Klink,Tadeus Uhl, Thomas PrinzEditor}, year={2017}, pages={7–12} }
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2017 | Conference Paper | LibreCat-ID: 10214
@inproceedings{Wever_Mohr_Hüllermeier_2017, title={Automatic Machine Learning: Hierarchical Planning Versus Evolutionary Optimization }, booktitle={Proceedings 27. Workshop Computational Intelligence, Dortmund, Germany 2017}, author={Wever, Marcel Dominik and Mohr, Felix and Hüllermeier, Eyke}, year={2017}, pages={149–166} }
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