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Number of items at this level: 304.

2022

Bengs, Viktor; Saha, Aadirupa; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2022): Stochastic Contextual Dueling Bandits under Linear Stochastic Transitivity Models. 39th International Conference on Machine Learning, July 17-23 2022, Baltimore, MD, USA.

Gupta, Pritha ORCID: 0000-0002-7277-4633; Ramaswamy, Arunselvan ORCID: 0000-0001-7547-8111; Drees, Jan Peter ORCID: 0000-0002-7982-9908; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Priesterjahn, Claudia ORCID: 0000-0001-7236-9411; Jager, Tibor ORCID: 0000-0002-3205-7699 (February 2022): Automated Information Leakage Detection: A New Method Combining Machine Learning and Hypothesis Testing with an Application to Side-channel Detection in Cryptographic Protocols. 14th International Conference on Agents and Artificial Intelligence (ICAART 2022), February 3-5, Virtual.

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wever, Marcel; Loza Mencia, Eneldo; Fürnkranz, Johannes; Rapp, Michael (February 2022): A flexible class of dependence-aware multi-label loss functions. In: Machine Learning, Vol. 111, No. 2: pp. 713-737 [PDF, 1MB]

Nguyen, Vu-Linh; Shaker, Mohammad Hossein; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (January 2022): How to measure uncertainty in uncertainty sampling for active learning. In: Machine Learning, Vol. 111, No. 1: pp. 89-122

Pfannschmidt, Karlson ORCID: 0000-0001-9407-7903; Gupta, Pritha ORCID: 0000-0002-7277-4633; Haddenhorst, Björn; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (January 2022): Learning context-dependent choice functions. In: International Journal of Approximate Reasoning, Vol. 140: pp. 116-155

Schneider, Stefanie ORCID: 0000-0003-4915-6949; Springstein, Matthias; Rahnama, Javad; Kohle, Hubertus ORCID: 0000-0003-3162-1304; Ewerth, Ralph ORCID: 0000-0003-0918-6297; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (March 2022): iART - Eine Suchmaschine zur Unterstützung von bildorientierten Forschungsprozessen. DHd 2022 Kulturen des digitalen Gedächtnisses. 8. Tagung des Verbands "Digital Humanities im deutschsprachigen Raum", 7. - 11. März 2022, Potsdam.

Sharma, Arnab; Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wehrheim, Heike (May 2022): Property-Driven Testing of Black-Box Functions. 2022 IEEE/ACM 10th International Conference on Formal Methods in Software Engineering (FormaliSE), 22-23 May 2022, Pittsburgh, PA, USA.

Tornede, Alexander ORCID: 0000-0002-2415-2186; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (June 2022): Machine Learning for Online Algorithm Selection under Censored Feedback. Thirty-Sixth AAAI Conference on Artificial Intelligence, February 22–March 1, 2022, Virtual.

2021

Abbaszadeh, Sadegh ORCID: 0000-0002-8257-0116; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (December 2021): Machine Learning With the Sugeno Integral: The Case of Binary Classification. In: IEEE Transactions on Fuzzy Systems, No. 12: pp. 3723-3733

Ahmadi Fahandar, Mohsen; Hüllermeier, Eyke (April 2021): Analogical Embedding for Analogy-Based Learning to Rank. Advances in Intelligent Data Analysis XIX. IDA 2021, April 26-28, 2021, Porto, Portugal.

Bengs, Viktor; Busa-Fekete, Róbert; Mesaoudi-Paul, Adil El; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (January 2021): Preference-based Online Learning with Dueling Bandits: A Survey. In: Journal of Machine Learning Research, Vol. 22, No. 7: pp. 1-108

Bresson, Roman; Cohen, Johanne; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Labreuche, Christophe; Sebag, Michèle (3. November 2021): On the Identifiability of Hierarchical Decision Models. International Conference on Principles of Knowledge Representation and Reasoning, November 3-12, 2021, Virtual.

Campagner, Andrea ORCID: 0000-0002-0027-5157; Ciucci, Davide ORCID: 0000-0002-8083-7809; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (June 2021): Rough set-based feature selection for weakly labeled data. In: International Journal of Approximate Reasoning: pp. 150-167

Damke, Clemens ORCID: 0000-0002-0455-0048; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (11. October 2021): Ranking Structured Objects with Graph Neural Networks. 24th International Conference on Discovery Science (DS 2021), October 11–13, 2021, Halifax, NS, Canada, Virtual.

Drees, Jan Peter; Gupta, Pritha ORCID: 0000-0002-7277-4633; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Jager, Tibor; Konze, Alexander; Priesterjahn, Claudia; Ramaswamy, Arunselvan; Somorovsky, Juraj (November 2021): Automated Detection of Side Channels in Cryptographic Protocols: DROWN the ROBOTs! CCS '21: 2021 ACM SIGSAC Conference on Computer and Communications Security, 15. November 2021, Virtual Event, Republic of Korea.

Feldhans, Robert; Wilke, Adrian; Heindorf, Stefan; Shaker, Mohammad Hossein; Hammer, Barbara; Ngonga Ngomo, Axel-Cyrille; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2021): Drift Detection in Text Data with Document Embeddings. Intelligent Data Engineering and Automated Learning – IDEAL 2021, November 25-27, 2021, Manchester, United Kingdom.

Haddenhorst, Björn ORCID: 0000-0002-4023-6646; Bengs, Viktor; Brandt, Jasmin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (27. July 2021): Testification of Condorcet Winners in dueling bandits. Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, July 27-30, 2021, Virtual.

Haddenhorst, Björn ORCID: 0000-0002-4023-6646; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2021): On testing transitivity in online preference learning. In: Machine Learning, Vol. 110, No. 8: pp. 2063-2084

Haddenhorst, Björn ORCID: 0000-0002-4023-6646; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (7. December 2021): Identification of the Generalized Condorcet Winner in Multi-dueling Bandits. Advances in Neural Information Processing Systems, December 7 2021, Virtual.

Hanselle, Jonas; Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (May 2021): Algorithm Selection as Superset Learning: Constructing Algorithm Selectors from Imprecise Performance Data. In: Karlapalem, Kamal; Cheng, Hong; Ramakrishnan, Naren; Agrawal, R. K.; Krishna Reddy, P.; Srivastava, Jaideep; Chakraborty, Tanmoy (eds.) : (2021): Advances in Knowledge Discovery and Data Mining 25th Pacific-Asia Conference, PAKDD 2021, Virtual Event, May 11–14, 2021, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 12712. Cham: Springer. pp. 152-163

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Mohr, Felix; Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818 (September 2021): Automated Machine Learning, Bounded Rationality, and Rational Metareasoning. ECMLPKDD Workshop on Automating Data Science (ADS2021), 17 September 2021, Virtual.

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Waegeman, Willem (March 2021): Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods. In: Machine Learning, No. 3: pp. 457-506

Kolpaczki, Patrick; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2021): Identifying Top-k Players in Cooperative Games via Shapley Bandits. LWDA’21: Lernen, Wissen, Daten, Analysen, 1. - 3. September, 2021, Munich, Germany.

Lienen, Julian ORCID: 0000-0003-2162-8107; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2021): Instance weighting through data imprecisiation. In: International Journal of Approximate Reasoning, Vol. 134: pp. 1-14

Lienen, Julian; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (February 2021): From Label Smoothing to Label Relaxation. Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21), February 2–9, 2021, Virtual.

Lienen, Julian ORCID: 0000-0003-2162-8107; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (December 2021): Credal Self-Supervised Learning. 35th Conference on Neural Information Processing Systems (NeurIPS 2021), December 7, 2021, Virtual.

Lienen, Julian; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Ewerth, Ralph; Nommensen, Nils (June 2021): Monocular Depth Estimation via Listwise Ranking using the Plackett-Luce Model. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 20-25 June 2021, Nashville, TN, USA.

Lienen, Julian ORCID: 0000-0003-2162-8107; Nommensen, Nils; Ewerth, Ralph; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (17. November 2021): Robust Regression for Monocular Depth Estimation. Asian Conference on Machine Learning, November 17 - 19, 2021, Virtual.

Mohr, Felix ORCID: 0000-0002-9293-2424; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (February 2021): Single Player Monte-Carlo Tree Search Based on the Plackett-Luce Model. AAAI Conference on Artificial Intelligence, February 2–9, 2021, Virtual.

Mohr, Felix; Wever, Marcel ORCID: 0000-0001-9782-6818 (July 2021): Replacing the Ex-Def Baseline in AutoML by Naive AutoML. 8th ICML Workshop on Automated Machine Learning, 2021-07-23, Virtual.

Mohr, Felix ORCID: 0000-0002-9293-2424; Wever, Marcel ORCID: 0000-0001-9782-6818; Tornede, Alexander ORCID: 0000-0002-2415-2186; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (February 2021): Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 43, No. 9: pp. 3055-3066

Mortier, Thomas ORCID: 0000-0001-9650-9263; Wydmuch, Marek; Dembczyński, Krzysztof; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Waegeman, Willem (May 2021): Efficient set-valued prediction in multi-class classification. In: Data Mining and Knowledge Discovery, Vol. 35, No. 4: pp. 1435-1469

Nguyen, Vu-Linh ORCID: 0000-0003-1642-4468; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2. November 2021): Multilabel Classification with Partial Abstention: Bayes-Optimal Prediction under Label Independence. In: Journal of Artificial Intelligence Research, Vol. 72: pp. 613-665

Peeters, Sven; Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (26. April 2021): Performance Prediction for Hardware-Software Configurations: A Case Study for Video Games. 19th International Symposium on Intelligent Data Analysis, April 26–28, 2021, Porto, Portugal.

Ramaswamy, Arunselvan; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2021): Deep Q-Learning: Theoretical Insights from an Asymptotic Analysis. In: IEEE Transactions on Artificial Intelligence: p. 1

Rapp, Michael; Mencía, Eneldo Loza; Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2021): Gradient-Based Label Binning in Multi-label Classification. Machine Learning and Knowledge Discovery in Databases, September 13–17, 2021, Bilbao, Spain.

Rapp, Michael; Mencía, Eneldo Loza; Fürnkranz, Johannes; Nguyen, Vu-Linh; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (February 2021): Learning Gradient Boosted Multi-label Classification Rules. In: Hutter, Frank; Kersting, Kristian; Lijffijt, Jefrey; Valera, Isabel (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings, Part III. Lecture Notes in Computer Science, Vol. 12459. Cham: Springer. pp. 124-140

Rohlfing, Katharina J. ORCID: 0000-0002-5983-0071; Cimiano, Philipp; Scharlau, Ingrid ORCID: 0000-0003-2364-9489; Matzner, Tobias; Buhl, Heike M.; Buschmeier, Hendrik ORCID: 0000-0002-9613-5713; Esposito, Elena ORCID: 0000-0002-3075-292X; Grimminger, Angela ORCID: 0000-0002-5749-9362; Hammer, Barbara; Hab-Umbach, Reinhold ORCID: 0000-0001-9468-7330; Horwath, Ilona ORCID: 0000-0002-0564-7546; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kern, Friederike; Kopp, Stefan ORCID: 0000-0002-4047-9277; Thommes, Kirsten ORCID: 0000-0002-8057-7162; Ngonga Ngomo, Axel-Cyrille; Schulte, Carsten; Wachsmuth, Henning; Wagner, Petra ORCID: 0000-0001-6662-3612; Wrede, Britta (September 2021): Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems. In: IEEE Transactions on Cognitive and Developmental Systems, Vol. 13, No. 3: pp. 717-728 [PDF, 1MB]

Shaker, Ammar; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (June 2021): TSK-Streams: learning TSK fuzzy systems for regression on data streams. In: Data Mining and Knowledge Discovery, No. 5: pp. 1941-1971

Springstein, Matthias; Schneider, Stefanie ORCID: 0000-0003-4915-6949; Rahnama, Javad; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kohle, Hubertus ORCID: 0000-0003-3162-1304; Ewerth, Ralph ORCID: 0000-0003-0918-6297 (October 2021): iART: A Search Engine for Art-Historical Images to Support Research in the Humanities. 29th ACM International Conference on Multimedia, October 20 - 24, 2021, Virtual.

Tornede, Tanja ORCID: 0000-0001-9954-462X; Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2021): Coevolution of remaining useful lifetime estimation pipelines for automated predictive maintenance. GECCO '21, Proceedings of the Genetic and Evolutionary Computation Conference Companion, 10 - 14 July, 2021, Lille, France.

Weber, Daniel ORCID: 0000-0003-3367-5998; Heid, Stefan; Bode, Henrik; Lange, Jarren H.; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wallscheid, Oliver ORCID: 0000-0001-9362-8777 (February 2021): Safe Bayesian Optimization for Data-Driven Power Electronics Control Design in Microgrids: From Simulations to Real-World Experiments. In: IEEE Access, Vol. 9: pp. 35654-35669

Wever, Marcel ORCID: 0000-0001-9782-6818 (2021): Automated Machine Learning for Multi-Label Classification. Dissertation, Universität Paderborn
[PDF, 8MB]

Wever, Marcel ORCID: 0000-0001-9782-6818; Tornede, Alexander ORCID: 0000-0002-2415-2186; Mohr, Felix ORCID: 0000-0002-9293-2424; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2021): AutoML for Multi-Label Classification: Overview and Empirical Evaluation. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 43, No. 9: pp. 3037-3054 [PDF, 2MB]

2020

Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2020): Preselection Bandits. 37th International Conference on Machine Learning, July 12-18 2020, Virtual.

Bode, Henrik; Heid, Stefan; Weber, Daniel; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wallscheid, Oliver ORCID: 0000-0001-9362-8777 (May 2020): Towards a Scalable and Flexible Simulation and Testing Environment Toolbox for Intelligent Microgrid Control. arxiv.org

Bresson, Roman; Cohen, Johanne; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Labreuche, Christophe; Sebag, Michèle (2020): Neural Representation and Learning of Hierarchical 2-additive Choquet Integrals. Twenty-Ninth International Joint Conference on Artificial Intelligence, January 7-15, 2021, Yokohama, Japan (Virtual).

Brinker, Klaus; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (April 2020): A Reduction of Label Ranking to Multiclass Classification. In: Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2019, Würzburg, Germany, September 16–20, 2019, Proceedings, Part III. Lecture Notes in Computer Science, Vol. 11908. Cham: Springer. pp. 204-219

Damke, Clemens ORCID: 0000-0002-0455-0048; Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2020): A Novel Higher-order Weisfeiler-Lehman Graph Convolution. 12th Asian Conference on Machine Learning (ACML 2020), 18-20 November 2020, Bangkok, Thailand.

Dari, Simone; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2020): Reliable Driver Gaze Classification based on Conformal Prediction. 30. Workshop Computational Intelligence, 26. – 27. November 2020, Berlin, Germany.

Dari, Simone; Kadrileev, Nikolay; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2020): A Neural Network-Based Driver Gaze Classification System with Vehicle Signals. 2020 International Joint Conference on Neural Networks (IJCNN), 19-24 July 2020, Glasgow, UK.

El Mesaoudi-Paul, Adil; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (February 2020): Online Preselection with Context Information under the Plackett-Luce Model. arxiv.org

El Mesaoudi-Paul, Adil; Weiß, Dimitri; Bengs, Viktor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Tierney, Kevin (May 2020): Pool-Based Realtime Algorithm Configuration: A Preselection Bandit Approach. In: Kotsireas, Ilias S.; Pardalos, Panos M. (eds.) : Learning and Intelligent Optimization. 14th International Conference, LION 14, Athens, Greece, May 24–28, 2020, Revised Selected Papers. Lecture Notes in Computer Science, Vol. 12096. Cham: Springer. pp. 216-232

Haddenhorst, Björn; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kolb, Martin (April 2020): Generalized transitivity: A systematic comparison of concepts with an application to preferences in the Babington Smith model. In: International Journal of Approximate Reasoning, Vol. 119: pp. 373-407

Hanselle, Jonas; Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2020): Hybrid Ranking and Regression for Algorithm Selection. KI 2020: Advances in Artificial Intelligence. 43rd German Conference on AI, September 21–25, 2020, Bamberg, Germany.

Heid, Stefan; Ramaswamy, Arunselvan; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2020): Constrained Multi-Agent Optimization with Unbounded Information Delay. 30. Workshop Computational Intelligence, 26. – 27. November 2020, Berlin, Germany.

Heid, Stefan; Weber, Daniel; Bode, Henrik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wallscheid, Oliver ORCID: 0000-0001-9362-8777 (October 2020): OMG: A Scalable and Flexible Simulation and Testing Environment Toolbox for Intelligent Microgrid Control. In: Journal of Open Source Software (JOSS), Vol. 5, No. 54, 2435

Heid, Stefan; Wever, Marcel Dominik ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (August 2020): Reliable Part-of-Speech Tagging of Historical Corpora through Set-Valued Prediction.

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2020): Towards Analogy-Based Explanations in Machine Learning. Modeling Decisions for Artificial Intelligence, September 2–4, 2020, Sant Cugat, Spain.

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, Johannes; Loza Mencia, Eneldo (2020): Conformal Rule-Based Multi-label Classification. KI 2020: Advances in Artificial Intelligence. 43rd German Conference on AI, September 21–25, 2020, Bamberg, Germany.

Richter, Cedric; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Jakobs, Marie-Christine; Wehrheim, Heike (April 2020): Algorithm selection for software validation based on graph kernels. In: Automated Software Engineering, Vol. 27, No. 1-2: pp. 153-186

Rohlfing, Katharina J. ORCID: 0000-0002-5983-0071; Leonardi, Giuseppe ORCID: 0000-0003-0159-4851; Nomikou, Iris ORCID: 0000-0002-5555-9974; Raczaszek-Leonardi, Joanna ORCID: 0000-0002-3243-1468; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (June 2020): Multimodal Turn-Taking: Motivations, Methodological Challenges, and Novel Approaches. In: IEEE Transactions on Cognitive and Developmental Systems, Vol. 12, No. 2: pp. 260-271

Shaker, Mohammad Hossein; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (April 2020): Aleatoric and Epistemic Uncertainty with Random Forests. International Symposium on Intelligent Data Analysis, April 27-29 2020, Bodenseeforum, Lake Constance, Germany.

Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (December 2020): Towards Meta-Algorithm Selection. 4th Workshop on Meta-Learning at NeurIPS, 11 December 2020, Virtual.

Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (October 2020): Extreme Algorithm Selection with Dyadic Feature Representation. In: Appice, Annalisa; Tsoumakas, Grigorios; Manolopoulos, Yannis; Matwin, Stan (eds.) : (2021): Discovery Science. 23rd International Conference, DS 2020, Thessaloniki, Greece, October 19–21, 2020, Proceedings. Lecture Notes in Computer Science, Vol. 12323. Cham: Springer. pp. 309-324

Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Werner, Stefan; Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2020): Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis. 12th Asian Conference on Machine Learning (ACML 2020), 18-20 November 2020, Bangkok, Thailand.

Tornede, Tanja; Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Mohr, Felix ORCID: 0000-0002-9293-2424; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2020): AutoML for Predictive Maintenance: One Tool to RUL Them All. Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, September 14-18, 2020, Ghent, Belgium.

Wever, Marcel ORCID: 0000-0001-9782-6818; Tornede, Alexander ORCID: 0000-0002-2415-2186; Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (April 2020): LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-label Classification. In: Berthold, Michael; Feelders, Ad; Krempl, Georg (eds.) : (2020): Advances in Intelligent Data Analysis XVIII. 18th International Symposium on Intelligent Data Analysis, IDA 2020, Konstanz, Germany, April 27–29, 2020, Proceedings. Lecture Notes in Computer Science, Vol. 12080. New York, NY: Association for Computing Machinery. pp. 561-573 [PDF, 425kB]

Wever, Marcel ORCID: 0000-0001-9782-6818; van Rooijen, Lorijn; Hamann, Heiko (June 2020): Multioracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets. In: Evolutionary Computation, Vol. 28, No. 2: pp. 165-193

2019

Ahmadi Fahandar, Mohsen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Analogy-Based Preference Learning with Kernels. In: Benzmüller, Christoph; Stuckenschmidt, Heiner (eds.) : KI 2019: Advances in Artificial Intelligence. 42nd German Conference on AI, Kassel, Germany, September 23–26, 2019, Proceedings. Lecture Notes in Computer Science, Vol. 11793. Cham: Springer. pp. 34-47

Ahmadi Fahandar, Mohsen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Feature Selection for Analogy-Based Learning to Rank. In: Kralj Novak, Petra; Šmuc, Tomislav; Džeroski, Sašo (eds.) : Discovery Science. 22nd International Conference, DS 2019, Split, Croatia, October 28–30, 2019, Proceedings. Lecture Notes in Computer Science, Vol. 11828. Cham: Springer. pp. 279-289

Bengs, Viktor; Eulert, Matthias; Holzmann, Hajo (2019): Asymptotic confidence sets for the jump curve in bivariate regression problems. In: Journal of Multivariate Analysis, Vol. 173: pp. 291-312

Bengs, Viktor; Holzmann, Hajo (2019): Adaptive confidence sets for kink estimation. In: Electronic Journal of Statistics, Vol. 13, No. 1: pp. 1523-1579 [PDF, 726kB]

Couso, Ines; Borgelt, Christian; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kruse, Rudolf (2019): Fuzzy Sets in Data Analysis: From Statistical Foundations to Machine Learning. In: IEEE Computational Intelligence Magazine, Vol. 14, No. 1: pp. 31-44

Henzgen, Sascha; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Mining Rank Data. In: ACM Transactions on Knowledge Discovery from Data, Vol. 13, No. 6: pp. 1-36

Hetzer, Alexander; Wever, Marcel ORCID: 0000-0001-9782-6818; Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking. ECDA 2019: European Conference on Data Analysis, 18 - 20 March 2019, Bayreuth, Germany.

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Destercke, Sébastien; Couso, Ines (2019): Learning from Imprecise Data: Adjustments of Optimistic and Pessimistic Variants. In: Ben Amor, Nahla; Quost, Benjamin; Theobald, Martin (eds.) : Scalable Uncertainty Management. Lecture Notes in Computer Science, Vol. 11940. Cham: Springer. pp. 266-279

Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA. 11th Asian Conference on Machine Learning (ACML 2019), November 17 - 19, 2019, Nagoya, Japan.

Merten, Marie-Luis; Seemann, Nina; Wever, Marcel Dominik ORCID: 0000-0001-9782-6818 (December 2019): Grammatikwandel digital-kulturwissenschaftlich erforscht. Mittelniederdeutscher Sprachausbau im interdisziplinären Zugriff. In: Jahrbuch des Vereins für Niederdeutsche Sprachforschung = Niederdeutsches Jahrbuch, Vol. 142: pp. 124-146

Mohr, Felix; Wever, Marcel ORCID: 0000-0001-9782-6818; Tornede, Alexander ORCID: 0000-0002-2415-2186; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2019): From Automated to On-The-Fly Machine Learning. In: David, Klaus; Geihs, Kurt; Lange, Martin; Stumme, Gerd (eds.) : (2021): Informatik 2019. 50 Jahre Gesellschaft für Informatik – Informatik für Gesellschaft, Konferenzbeiträge, der 49. Jahrestagung der Gesellschaft für Informatik, 23.- 26.9.2019 Kassel, Deutschland. Bonn: Gesellschaft für Informatik. pp. 273-274

Nguyen, Vu-Linh; Destercke, Sébastien; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Epistemic Uncertainty Sampling. In: Kralj Novak, Petra; Šmuc, Tomislav; Džeroski, Sašo (eds.) : Discovery Science. 22nd International Conference, DS 2019, Split, Croatia, October 28–30, 2019, Proceedings. Lecture Notes in Computer Science, Vol. 11828. pp. 72-86

Tagne, Vidal Kamdem; Fotso, Siméon; Fono, Louis Aimé; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Choice Functions Generated by Mallows and Plackett–Luce Relations. In: New Mathematics and Natural Computation, Vol. 15, No. 2: pp. 191-213

Tornede, Alexander ORCID: 0000-0002-2415-2186; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2019): Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking. , KIT Scientific Publishing, Karlsruhe, 2019, pp. 135–146. 29. Workshop Computational Intelligence, 28. - 29. November 2019, Dortmund, Germany.

Waegeman, Willem ORCID: 0000-0002-5950-3003; Dembczyński, Krzysztof; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Multi-target prediction: a unifying view on problems and methods. In: Data Mining and Knowledge Discovery, Vol. 33, No. 2: pp. 293-324

Wever, Marcel ORCID: 0000-0001-9782-6818; Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Hetzer, Alexander (2019): Towards Automated Machine Learning for Multi-Label Classification. ECDA 2019: European Conference on Data Analysis, 18 - 20 March 2019, Bayreuth, Germany.

Wever, Marcel Dominik ORCID: 0000-0001-9782-6818; Mohr, Felix; Tornede, Alexander ORCID: 0000-0002-2415-2186; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2019): Automating Multi-Label Classification Extending ML-Plan. 6th ICML Workshop on Automated Machine Learning (AutoML 2019), June 14th 2019, Long Beach, California, USA.

2018

Ahmadi Fahandar, Mohsen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Learning to rank based on analogical reasoning. 32nd AAAI Conference on Artificial Intelligence, 2-7 February 2018, New Orleans, Louisianna, USA.

Bengs, Viktor (2018): Confidence sets for change-point problems in nonparametric regression. Dissertation, Philipps-Universität Marburg

El Mesaoudi-Paul, Adil; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Busa-Fekete, Róbert (2018): Ranking Distributions based on Noisy Sorting. 35th International Conference on Machine Learning, 10-15 July 2018, Stockholm, Sweden.

Hesse, Michael; Timmermann, Julia; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Trächtler, Ansgar (2018): A Reinforcement Learning Strategy for the Swing-Up of the Double Pendulum on a Cart. In: Procedia Manufacturing, Vol. 24: pp. 15-20

Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): On the effectiveness of heuristics for learning nested dichotomies: an empirical analysis. In: Machine Learning, Vol. 107, No. 8-10: pp. 1537-1560

Mencía, Eneldo Loza; Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Rapp, Michael (2018): Learning Interpretable Rules for Multi-Label Classification. In: Jair Escalante, Hugo; Escalera, Sergio; Guyon, Isabelle; Baró, Xavier; Güçlütürk, Yağmur; Güçlü, Umut; Gerven, Marcel van (eds.) : Explainable and Interpretable Models in Computer Vision and Machine Learning. The Springer Series on Challenges in Machine Learning, Cham: Springer. pp. 81-113

Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wever, Marcel ORCID: 0000-0001-9782-6818 (July 2018): ML-Plan for Unlimited-Length Machine Learning Pipelines. ICML 2018 AutoML Workshop, 2018-07-10 – 2018-07-15, Stockholm, Sweden.

Mohr, Felix; Lettmann, Theodor; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Wever, Marcel Dominik ORCID: 0000-0001-9782-6818 (June 2018): Programmatic Task Network Planning. 28th International Conference on Automated Planning and Scheduling, 2018-06-24 – 2018-06-29, Delft, Netherlands.

Mohr, Felix; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): ML-Plan: Automated machine learning via hierarchical planning. In: Machine Learning, Vol. 107, No. 8-10: pp. 1495-1515

Mohr, Felix; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): On-the-Fly Service Construction with Prototypes. 2018 IEEE International Conference on Services Computing (SCC), 2-7 July 2018, San Francisco, CA, USA.

Mohr, Felix; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Reduction Stumps for Multi-class Classification. In: Duivesteijn, Wouter; Siebes, Arno; Ukkonen, Antti (eds.) : (2020): Advances in Intelligent Data Analysis XVII. 17th International Symposium, IDA 2018, ’s-Hertogenbosch, The Netherlands, October 24–26, 2018, Proceedings. Lecture Notes in Computer Science, Vol. 11191. Cham: Springer. pp. 225-237

Mohr, Felix; Wever, Marcel ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Faez, Amin (2018): (WIP) Towards the Automated Composition of Machine Learning Services. 2018 IEEE International Conference on Services Computing (SCC), 2-7 July 2018, San Francisco, CA, USA.

Mohr, Felix; Wever, Marcel Dominik ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Automated Machine Learning Service Composition.

Nguyen, Vu-Linh; Destercke, Sébastien; Masson, Marie-Hélène; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Reliable Multi-class Classification based on Pairwise Epistemic and Aleatoric Uncertainty. Twenty-Seventh International Joint Conference on Artificial Intelligence, 13-19 July 2018, Stockholm, Sweden.

Schäfer, Dirk; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Dyad ranking using Plackett–Luce models based on joint feature representations. In: Machine Learning, Vol. 107, No. 5: pp. 903-941

Schäfer, Dirk; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Preference-Based Reinforcement Learning Using Dyad Ranking. In: Soldatova, Larisa; Vanschoren, Joaquin; Papadopoulos, George; Ceci, Michelangelo (eds.) : Discovery Science. Discovery Science 21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings. Lecture Notes in Computer Science, Vol. 11198. Cham: Springer. pp. 161-175

Seemann, Nina; Geierhos, Michaela; Merten, Marie-Luis; Tophinke, Doris; Wever, Marcel Dominik ORCID: 0000-0001-9782-6818; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (March 2018): Supporting the Cognitive Process in Annotation Tasks. 40. Jahrestagung der Deutschen Gesellschaft für Sprachwissenschaft, 2018-03-07 – 2018-03-09, Stuttgart, Germany.

Wever, Marcel ORCID: 0000-0001-9782-6818; Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2018): Ensembles of evolved nested dichotomies for classification. GECCO '18: Proceedings of the Genetic and Evolutionary Computation Conference, July 15 - 19, 2018, Kyoto, Japan.

2017

Mikut, Ralf; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Hoffmann, Frank (eds.) (2017): Proceedings. 27. Workshop Computational Intelligence, Dortmund, 23. - 24. November 2017. Karlsruhe: KIT Scientific Publishing. [PDF, 11MB]

Ahmadi Fahandar, Mohsen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Learning to Rank based on Analogical Reasoning.

Ahmadi Fahandar, Mohsen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Couso, Inés (August 2017): Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent Coarsening. 34th International Conference on Machine Learning, Sydney, Australia. [PDF, 269kB]

Bräuning, Michael; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Keller, Tobias; Glaum, Martin (2017): Lexicographic preferences for predictive modeling of human decision making: A new machine learning method with an application in accounting. In: European Journal of Operational Research, Vol. 258, No. 1: pp. 295-306

Couso, Inés; Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Maximum Likelihood Estimation and Coarse Data. In: Moral, Serafín; Pivert, Olivier; Sánchez, Daniel; Marín, Nicolás (eds.) : Scalable Uncertainty Management. 11th International Conference, SUM 2017, Granada, Spain, October 4-6, 2017, Proceedings. Lecture Notes in Computer Science, Vol. 10564. Cham: Springer. pp. 3-16

Couso, Inés; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Statistical Inference for Incomplete Ranking Data: A Comparison of Two Likelihood-Based Estimators. In: Frontiers in Computational Intelligence. Studies in Computational Intelligence, Vol. 739. Cham: Springer. pp. 31-46

Czech, Mike; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Jakobs, Marie-Christine; Wehrheim, Heike (2017): Predicting rankings of software verification tools. 3rd ACM SIGSOFT International Workshop on Software Analytics, 4 September 2017, Paderborn, Germany.

Ewerth, Ralph; Springstein, Matthias; Müller, Eric; Balz, Alexander; Gehlhaar, Jan; Naziyok, Tolga; Dembczyński, Krzysztof; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Estimating relative depth in single images via rankboost. 2017 IEEE International Conference on Multimedia and Expo (ICME), 10-14 July 2017, Hong Kong.

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Preference Learning. In: Sammut, Claude; Webb, Geoffrey I. (eds.) : Encyclopedia of Machine Learning and Data Mining. 2017 Edition. Boston, MA: Springer. pp. 1000-1005

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): From knowledge-based to data-driven modeling of fuzzy rule-based systems: A critical reflection. arxiv.org

Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2017): Optimizing the Structure of Nested Dichotomies: A Comparison of Two Heuristics. In: Mikut, Ralf; Hüllermeier, Eyke; Hoffmann, Frank (eds.) : Proceedings. 27. Workshop Computational Intelligence, Dortmund, 23. - 24. November 2017. Karlsruhe: KIT Scientific Publishing. pp. 1-12

Mohr, Felix; Lettmann, Theo; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Planning with Independent Task Networks. In: Kern-Isberner, Gabriele; Fürnkranz, Johannes; Thimm, Matthias (eds.) : KI 2017: Advances in Artificial Intelligence. 40th Annual German Conference on AI, Dortmund, Germany, September 25–29, 2017, Proceedings. Lecture Notes in Computer Science, Vol. 10505. Cham: Springer. pp. 193-206

Platenius, Marie C.; Shaker, Ammar; Becker, Matthias; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Schafer, Wilhelm (2017): Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic. In: IEEE Transactions on Software Engineering, Vol. 43, No. 8: pp. 739-759

Shaker, Ammar; Heldt, Waleri; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Learning TSK Fuzzy Rules from Data Streams. In: Ceci, Michelangelo; Hollmén, Jaakko; Džeroski, Sašo; Todorovsk, Ljupčo; Vens, Celine; Džeroski, Sašo (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2017, Skopje, Macedonia, September 18–22, 2017, Proceedings, Part II. Lecture Notes in Computer Science, Vol. 10535. pp. 559-574

Wever, Marcel ORCID: 0000-0001-9782-6818; van Rooijen, Lorijn; Hamann, Heiko (2017): Active coevolutionary learning of requirements specifications from examples. GECCO '17: Genetic and Evolutionary Computation Conference, July 15 - 19, 2017, Berlin, Germany.

Wever, Marcel Dominik ORCID: 0000-0001-9782-6818 (March 2017): Active Learning of User Requirements Specifications in Dynamic Software Service Markets. Master Thesis, Universität Paderborn

Wever, Marcel Dominik ORCID: 0000-0001-9782-6818; Mohr, Felix; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2017): Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization. 27th Workshop Computational Intelligence, 23. – 24. November 2017, Dortmund.

2016

Hoffmann, Frank; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Mikut, Ralf (eds.) (2016): Proceedings. 26. Workshop Computational Intelligence, Dortmund, 24. - 25. November 2016. Karlsruhe: KIT Scientific Publishing. [PDF, 14MB]

Bräuning, Michael; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (May 2016): Learning Conditional Lexicographic Preference Tree. In: Archives of data science. Series A, Vol. 1, No. 1: pp. 41-55

Dembczyński, Krzysztof; Kotłowski, Wojciech; Waegeman, Willem; Busa-Fekete, Róbert; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): Consistency of Probabilistic Classifier Trees. In: Frasconi, Paolo; Landwehr, Niels; Manco, Giuseppe; Vreeken, Jilles (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2016, Riva del Garda, Italy, September 19-23, 2016, Proceedings, Part II. Lecture Notes in Computer Science, Vol. 9852. Cham: Springer. pp. 511-526

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): Preference Learning. In: Phung, Dinh; Webb, Geoffrey I.; Sammut, Claude (eds.) : Encyclopedia of Machine Learning and Data Mining. Living Edition. New York, NY: Springer. pp. 1-7

Jasinska, Kalina; Dembczynski, Krzysztof; Busa-Fekete, Róbert; Pfannschmidt, Karlson; Klerx, Timo; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): Extreme F-measure maximization using sparse probability estimates. ICML'16: 33rd International Conference on International Conference on Machine Learning, June 19 - 24, 2016, New York, NY USA.

Leinweber, Matthias; Fober, Thomas; Strickert, Marc; Baumgartner, Lars; Klebe, Gerhard; Freisleben, Bernd; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): CavSimBase: A Database for Large Scale Comparison of Protein Binding Sites. In: IEEE Transactions on Knowledge and Data Engineering, Vol. 28, No. 6: pp. 1423-1434

Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): Learning to Aggregate Using Uninorms. In: Frasconi, Paolo; Landwehr, Niels; Manco, Giuseppe; Vreeken, Jilles (eds.) : Machine Learning and Knowledge Discovery in Databases. Lecture Notes in Computer Science, Vol. 9852. pp. 756-771

Melnikov, Vitalik; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kaimann, Daniel; Frick, Bernd; Gupta, Pritha (2016): Pairwise versus Pointwise Ranking: A Case Study. In: Schedae Informaticae, Vol. 25: pp. 73-83

Pfannschmidt, Karlson; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Held, Susanne; Neiger, Reto (2016): Evaluating Tests in Medical Diagnosis: Combining Machine Learning with Game-Theoretical Concepts. In: Carvalho, Joao Paulo; Lesot, Marie-Jeanne; Kaymak, Uzay; Vieira, Susana; Bouchon-Meunier, Bernadette; Yager, Ronald R. (eds.) : Information Processing and Management of Uncertainty in Knowledge-Based Systems. 16th International Conference, IPMU 2016, Eindhoven, The Netherlands, June 20-24, 2016, Proceedings, Part I. Communications in Computer and Information Science, Vol. 610. Cham: Springer. pp. 450-461

Riemenschneider, Mona; Senge, Robin; Neumann, Ursula; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Heider, Dominik (2016): Exploiting HIV-1 protease and reverse transcriptase cross-resistance information for improved drug resistance prediction by means of multi-label classification. In: BioData Mining, Vol. 9, 10

Schäfer, Dirk; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): Plackett-Luce Networks for Dyad Ranking. LWDA 2016: Lernen, Wissen, Daten, Analysen 2016, September 12-14, 2016, Potsdam, Germany.

Shabani, Aulon; Paul, Adil; Platon, Radu; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2016): Predicting the Electricity Consumption of Buildings: An Improved CBR Approach. In: Goel, Ashok; Díaz-Agudo, M. Belén; Roth-Berghofer, Thomas (eds.) : Case-Based Reasoning Research and Development. Lecture Notes in Computer Science, Vol. 9969. Cham: Springer. pp. 356-369

2015

Hoffmann, Frank; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (eds.) (2015): Proceedings. 25. Workshop Computational Intelligence, Dortmund, 26. - 27. November 2015. Schriftenreihe des Instituts für Angewandte Informatik - Automatisierungstechnik, Karlsruher Institut für Technologie, Vol. 54. Karlsruhe: KIT Scientific Publishing. [PDF, 18MB]

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Minor, Mirjam (eds.) (2015): Case-Based Reasoning Research and Development. 23rd International Conference, ICCBR 2015, Frankfurt am Main, Germany, September 28-30, 2015. Proceedings. Lecture Notes in Computer Science, Vol. 9343. Cham: Springer.

Abdel-Aziz, Amira; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Case Base Maintenance in Preference-Based CBR. In: Hüllermeier, Eyke; Minor, Mirjam (eds.) : Case-Based Reasoning Research and Development. 23rd International Conference, ICCBR 2015, Frankfurt am Main, Germany, September 28-30, 2015. Proceedings. Lecture Notes in Computer Science, Vol. 9343. Cham: Springer. pp. 1-14

Ewerth, Ralph; Balz, Alexander; Gehlhaar, Jan; Dembczyński, Krzysztof; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2015): Depth Estimation in Monocular Images: Quantitative versus Qualitative Approaches. In: Hoffmann, Frank; Hüllermeier, Eyke (eds.) : Proceedings. 25. Workshop Computational Intelligence, Dortmund, 26. - 27. November 2015. Schriftenreihe des Instituts für Angewandte Informatik - Automatisierungstechnik, Karlsruher Institut für Technologie, Vol. 54. Karlsruhe: KIT Scientific Publishing. pp. 235-239

Garcia-Jimenez, Santiago; Bustince, Humberto; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Mesiar, Radko; Pal, Nikhil R.; Pradera, Ana (2015): Overlap Indices: Construction of and Application to Interpolative Fuzzy Systems. In: IEEE Transactions on Fuzzy Systems, Vol. 23, No. 4: pp. 1259-1273

Henzgen, Sascha; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Weighted Rank Correlation: A Flexible Approach Based on Fuzzy Order Relations. In: Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II. Lecture Notes in Computer Science, Vol. 9285. pp. 422-437

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Does machine learning need fuzzy logic? In: Fuzzy Sets and Systems, Vol. 281: pp. 292-299

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): From knowledge-based to data-driven fuzzy modeling. In: Informatik-Spektrum, Vol. 38, No. 6: pp. 500-509

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Cheng, Weiwei (2015): Superset Learning Based on Generalized Loss Minimization. In: Machine Learning and Knowledge Discovery in Databases.European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II. Lecture Notes in Computer Science, Vol. 9285. Cham: Springer. pp. 260-275

Lu, Shenzhen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2015): Locally weighted regression through data imprecisiation. In: Hoffmann, Frank; Hüllermeier, Eyke (eds.) : Proceedings. 25. Workshop Computational Intelligence, Dortmund, 26. - 27. November 2015. Schriftenreihe des Instituts für Angewandte Informatik - Automatisierungstechnik, Karlsruher Institut für Technologie, Vol. 54. Karlsruhe: KIT Scientific Publishing. pp. 97-103

Paul, Adil; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): A CBR Approach to the Angry Birds Game. Twenty-Third International Conference on Case-Based Reasoning (ICCBR 2015), September 28-30, 2015, Frankfurt, Germany.

Schäfer, Dirk; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Dyad Ranking Using A Bilinear Plackett-Luce Model. In: Appice, Annalisa; Pereira Rodrigues, Pedro; Santos Costa, Vítor; Gama, João; Jorge, Alípio; Soares, Carlos (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II. Lecture Notes in Computer Science, Vol. 9285. Cham: Springer. pp. 227-242

Schäfer, Dirk; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Preference-based meta-learning using dyad ranking: recommending algorithms in cold-start situations. MetaSel'15: International Conference on Meta-Learning and Algorithm Selection, 7 September 2015, Porto Portugal.

Senge, Robin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Fast Fuzzy Pattern Tree Learning for Classification. In: IEEE Transactions on Fuzzy Systems, Vol. 23, No. 6: pp. 2024-2033

Shaker, Ammar; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study. In: Neurocomputing, Vol. 150, No. A: pp. 250-264

Szörényi, Baiÿzs; Busa-Fekete, Róbert; Paul, Adil; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Online F-measure optimization. NIPS'15: 28th International Conference on Neural Information Processing Systems, December 7 - 12, 2015, Montreal Canada.

Szörényi, Baiÿzs; Busa-Fekete, Róbert; Paul, Adil; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Online rank elicitation for Plackett-Luce: a dueling bandits approach. NIPS'15: 28th International Conference on Neural Information Processing Systems, December 7 - 12, 2015, Montreal Canada.

Szörényi, Balázs; Busa-Fekete, Róbert; Weng, Paul; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2015): Qualitative Multi-Armed Bandits: A Quantile-Based Approach. 32nd International Conference on Machine Learning, July 6 - 11, 2015, Lille, France.

2014

Calders, Toon; Esposito, Floriana; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Meo, Rosa (eds.) (2014): Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014. Proceedings, Part I. Lecture Notes in Computer Science, Vol. 8724. Berlin, Heidelberg: Springer.

Abdel-Aziz, Amira; Strickert, Marc; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Learning Solution Similarity in Preference-Based CBR. In: Lamontagne, Luc; Plaza, Enric (eds.) : Case-Based Reasoning Research and Development. 22nd International Conference, ICCBR 2014, Cork, Ireland, September 29, 2014 - October 1, 2014. Proceedings. Lecture Notes in Computer Science, Vol. 8765. Cham: Springer. pp. 17-31

Agarwal, Manish; Fallah Tehrani, Ali; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Preference-based Learning of Ideal Solutions in TOPSIS-like Decision Models. In: Journal of Multi-Criteria Decision Analysis, Vol. 22, No. 3-4: pp. 175-183

Busa-Fekete, Róbert; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): A Survey of Preference-Based Online Learning with Bandit Algorithms. In: Auer, Peter; Clark, Alexander; Zeugmann, Thomas; Zilles, Sandra (eds.) : Algorithmic Learning Theory. 25th International Conference, ALT 2014, Bled, Slovenia, October 8-10, 2014. Proceedings. Lecture Notes in Computer Science, Vol. 8776. Cham: Springer. pp. 18-39

Busa-Fekete, Róbert; Szörényi, Balázs; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2014): PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences. 28th AAAI Conference on Artificial Intelligence (AAAI-14), Jul 2014, Quebec City, Canada.

Busa-Fekete, Róbert; Szörényi, Balázs; Weng, Paul; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm. In: Machine Learning, Vol. 97, No. 3: pp. 327-351

Calders, Toon; Esposito, Floriana; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Meo, Rosa (2014): Guest Editors’ introduction: special issue of the ECML/PKDD 2014 journal track. In: Machine Learning, Vol. 97, No. 1-2: pp. 1-3

Calders, Toon; Esposito, Floriana; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Meo, Rosa (2014): Guest editors’ introduction: special issue of the ECML/PKDD 2014 journal track. In: Data Mining and Knowledge Discovery, Vol. 28, No. 5-6: pp. 1129-1133

Donner-Banzhoff, Norbert; Haasenritter, Jörg; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Viniol, Annika; Bösner, Stefan; Becker, Annette (2014): The comprehensive diagnostic study is suggested as a design to model the diagnostic process. In: Journal of Clinical Epidemiology, Vol. 67, No. 2: pp. 124-132 [PDF, 1MB]

Fallah Tehrani, Ali; Strickert, Marc; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): The Choquet kernel for monotone data. 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 23-25 April 2014, Bruges (Belgium).

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Rudin, Cynthia; Slowinski, Roman; Sanner, Scott (eds.) (2014): Preference Learning. Report from Dagstuhl Seminar 14101. Dagstuhl Reports, Vol. 4. Dagstuhl: Schloss Dagstuhl, Leibniz-Zentrum fuer Informatik. [PDF, 1MB]

Henzgen, Sascha; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Mining Rank Data. In: Džeroski, Sašo; Panov, Panče; Kocev, Dragi; Todorovski, Ljupčo (eds.) : Discovery Science. 17th International Conference, DS 2014, Bled, Slovenia, October 8-10, 2014. Proceedings. Lecture Notes in Computer Science, Vol. 8777. Cham: Springer. pp. 123-134

Henzgen, Sascha; Strickert, Marc; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Visualization of evolving fuzzy rule-based systems. In: Evolving Systems, Vol. 5, No. 3: pp. 175-191

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization. In: International Journal of Approximate Reasoning, Vol. 55, No. 7: pp. 1519-1534

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Rejoinder on “Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization”. In: International Journal of Approximate Reasoning, Vol. 55, No. 7: pp. 1609-1613

Krempl, Georg; Žliobaite, Indre; Brzeziński, Dariusz; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Last, Mark; Lemaire, Vincent; Noack, Tino; Shaker, Ammar; Sievi, Sonja; Spiliopoulou, Myra; Stefanowski, Jerzy (2014): Open challenges for data stream mining research. In: ACM SIGKDD Explorations Newsletter, Vol. 16, No. 1: pp. 1-10

Krotzky, Timo; Fober, Thomas; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Klebe, Gerhard (2014): Extended Graph-Based Models for Enhanced Similarity Search in Cavbase. In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 11, No. 5: pp. 878-890

Mernberger, Marco; Moog, Daniel; Stork, Simone; Zauner, Stefan; Maier, Uwe G.; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Protein Sub-Cellular Localization Prediction for Special Compartments via Optimized Time Series Distances. In: Journal of Bioinformatics and Computational Biology, Vol. 12, No. 1: p. 1350016

Montañes, Elena; Senge, Robin; Barranquero, Jose; Ramón Quevedo, José; José del Coz, Juan; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Dependent binary relevance models for multi-label classification. In: Pattern Recognition, Vol. 47, No. 3: pp. 1494-1508

Senge, Robin; Bösner, Stefan; Dembczyński, Krzysztof; Haasenritter, Jörg; Hirsch, Oliver; Donner-Banzhoff, Norbert; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty. In: Information Sciences, Vol. 255: pp. 16-29

Shaker, Ammar; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Survival analysis on data streams: Analyzing temporal events in dynamically changing environments. In: International Journal of Applied Mathematics and Computer Science, Vol. 24, No. 1: pp. 199-212 [PDF, 506kB]

Stock, Michiel; Fober, Thomas; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Glinca, Serghei; Klebe, Gerhard; Pahikkala, Tapio; Airola, Antti; De Baets, Bernard; Waegeman, Willem (2014): Identification of Functionally Related Enzymes by Learning-to-Rank Methods. In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 11, No. 6: pp. 1157-1169

Strickert, Marc; Bunte, Kerstin; Schleif, Frank-Michael; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2014): Correlation-based embedding of pairwise score data. In: Neurocomputing, Vol. 141: pp. 97-109

Waegeman, Willem ORCID: 0000-0002-5950-3003; Dembczyński, Krzysztof; Jachnik, Arkadiusz; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (November 2014): On the Bayes-Optimality of F-Measure Maximizers. In: Journal of Machine Learning Research, Vol. 15, 103: pp. 3513-3568

2013

Hoffmann, Frank; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (eds.) (2013): Proceedings. 23. Workshop Computational Intelligence, Dortmund, 5. - 6. Dezember 2013. Schriftenreihe des Instituts für Angewandte Informatik - Automatisierungstechnik, Karlsruher Institut für Technologie, Vol. 46. Karlsruhe: KIT Scientific Publishing. [PDF, 18MB]

Busa-Fekete, Róbert; Szörényi, Balázs; Cheng, Weiwei; Weng, Paul; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Top-k Selection based on Adaptive Sampling of Noisy Preferences. ICML'13: 30th International Conference on International Conference on Machine Learning, June 16 - 21, 2013, Atlanta GA USA.

Bösner, Stefan; Bönisch, Katharina; Haasenritter, Jörg; Schlegel, Patrice; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Donner-Banzhoff, Norbert (2013): Chest pain in primary care: is the localization of pain diagnostically helpful in the critical evaluation of patients? - A cross sectional study. In: BMC Family Practice, Vol. 14, 154 [PDF, 1MB]

Cheng, Weiwei; Henzgen, Sascha; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Labelwise versus Pairwise Decomposition in Label Ranking. LWA 2013. Lernen, Wissen & Adaptivität, 7.-9. October 2013, Bamberg, Germany.

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): A Nearest Neighbor Approach to Label Ranking based on Generalized Labelwise Loss Minimization. 7th Multidisciplinary Workshop on Advances in Preference Handling (M-PREF '13), August 3-5, 2013, Beijing, China.

Dembczyński, Krzysztof; Jachnik, Arkadiusz; Kotlowski, Wojciech; Waegeman, Willem; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization. ICML'13: 30th International Conference on International Conference on Machine Learning, June 16 - 21, 2013, Atlanta GA USA.

Fober, Thomas; Klebe, Gerhard; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Local Clique Merging: An Extension of the Maximum Common Subgraph Measure with Applications in Structural Bioinformatics. In: Lausen, Berthold; Poel, Dirk van den; Ultsch, Alfred (eds.) : Algorithms from and for Nature and Life. Classification and Data Analysis. Studies in Classification, Data Analysis, and Knowledge Organization, Cham: Springer. pp. 279-286

Haasenritter, Jörg; Viniol, Annika; Becker, Annette; Bösner, Stefan; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Senge, Robin; Donner-Banzhoff, Norbert (2013): Diagnose im Kontext – eine erweiterte Perspektive. In: Zeitschrift für Evidenz, Fortbildung und Qualität im Gesundheitswesen, Vol. 107, No. 9-10: pp. 585-591

Heider, Dominik; Senge, Robin; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Multilabel classification for exploiting cross-resistance information in HIV-1 drug resistance prediction. In: Bioinformatics, Vol. 29, No. 16: pp. 1946-1952

Henzgen, Sascha; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (December 2013): Weighted Rank Correlation Measures Based on Fuzzy Order Relations. In: Hoffmann, Frank; Hüllermeier, Eyke (eds.) : Proceedings. 23. Workshop Computational Intelligence, Dortmund, 5. - 6. Dezember 2013. Schriftenreihe des Instituts für Angewandte Informatik - Automatisierungstechnik, Karlsruher Institut für Technologie, Vol. 46. Karlsruhe: KIT Scientific Publishing. pp. 227-236

Henzgen, Sascha; Strickert, Marc; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Rule Chains for Visualizing Evolving Fuzzy Rule-Based Systems. In: Burduk, Robert; Jackowski, Konrad; Kurzynski, Marek; Wozniak, Michał; Zolnierek, Andrzej (eds.) : Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013. Advances in Intelligent Systems and Computing, Vol. 226. pp. 279-288

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Cheng, Weiwei (2013): Preference-Based CBR: General Ideas and Basic Principles. In: Rossi, Francesca (ed.) : (2013): Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence, Beijing, China, 3 - 9 August 2013, Vol. 4. Palo Alto, Calif.: AAAI Press. pp. 3012-3016

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Tehrani, Ali Fallah (2013): Efficient Learning of Classifiers Based on the 2-Additive Choquet Integral. In: Moewes, Christian; Nürnberger, Andreas (eds.) : Computational Intelligence in Intelligent Data Analysis. Studies in Computational Intelligence, Vol. 445. Berlin, Heidelberg: Springer. pp. 17-29

Nasiri, Maryam; Fober, Thomas; Senge, Robin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Fuzzy pattern trees as an alternative to rule-based fuzzy systems: Knowledge-driven, data-driven and hybrid modeling of color yield in polyester dyeing. 2013 Joint IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 24-28 June 2013, Edmonton, AB, Canada.

Senge, Robin; Del Coz, Juan José; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): On the Problem of Error Propagation in Classifier Chains for Multi-label Classification. In: Spiliopoulou, Myra; Schmidt-Thieme, Lars; Janning, Ruth (eds.) : Data Analysis, Machine Learning and Knowledge Discovery. Studies in Classification, Data Analysis, and Knowledge Organization, Cham: Springer. pp. 163-170

Shaker, Ammar; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Recovery Analysis for Adaptive Learning from Non-stationary Data Streams. In: Burduk, Robert; Jackowski, Konrad; Kurzynski, Marek; Wozniak, Michał; Zolnierek, Andrzej (eds.) : Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013. Advances in Intelligent Systems and Computing, Vol. 226. pp. 289-298

Shaker, Ammar; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Event history analysis on data streams: An application to earthquake occurence. RealStream 2013, 1st International Workshop on Real-World Challenges for Data Stream Mining, September 27, 2013, Prague, Czech Republic.

Shaker, Ammar; Senge, Robin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Evolving fuzzy pattern trees for binary classification on data streams. In: Information Sciences, Vol. 220: pp. 34-45

Szarvas, György; Busa-Fekete, Róbert; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Learning to Rank Lexical Substitutions. 2013 Conference on Empirical Methods in Natural Language Processing, 18-21 October 2013, Seattle, Washington, USA.

Tehrani, Ali Fallah; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Ordinal Choquistic Regression. 8th conference of the European Society for Fuzzy Logic and Technology (EUSFLAT-2013), 11 - 13 September 2013, Milan, Italy. [PDF, 1MB]

Weng, Paul; Busa-Fekete, Róbert; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Interactive Q-Learning with Ordinal Rewards and Unreliable Tutor. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2013). Reinforcement Learning with Generalized Feedback, 23rd September 2013, Prague.

Weng, Paul; Busa-Fekete, Róbert; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2013): Preference-based Evolutionary Direct Policy Search. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECMLPKDD 2013). Reinforcement Learning with Generalized Feedback, 23rd September 2013, Prague.

2012

Bustince, Humberto; Pagola, Miguel; Mesiar, Radko; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Herrera, Francisco (2012): Grouping, Overlap, and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons. In: IEEE Transactions on Fuzzy Systems, Vol. 20, No. 3: pp. 405-415

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Probability Estimation for Multi-class Classification Based on Label Ranking. In: Flach, Peter A.; Bie, Tijl De; Cristianini, Nello (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part II. Lecture Notes in Computer Science, Vol. 7524. Berlin, Heidelberg: Springer. pp. 83-98

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Waegeman, Willem; Welker, Volkmar (2012): Label Ranking with Partial Abstention based on Thresholded Probabilistic Models. 25. NIPS 2012, December 3-8, 2012, Lake Tahoe, Nevada, USA.

Dembczyński, Krzysztof; Kotłowski, Wojciech; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (June 2012): Consistent multilabel ranking through univariate loss minimization. ICML'12: 29th International Coference on International Conference on Machine Learning, 26 June 2012- 1 July 2012, Edinburgh, Scotland, UK.

Dembczyński, Krzysztof; Waegeman, Willem; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): On label dependence and loss minimization in multi-label classification. In: Machine Learning, Vol. 88, No. 1-2: pp. 5-45

Dembczyński, Krzysztof; Waegeman, Willem; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (August 2012): An Analysis of Chaining in Multi-Label Classification. In: De Raedt, Luc; Bessiere, Christian; Dubois, Didier; Doherty, Patrick; Frasconi, Paolo; Heintz, Fredrik; Lucas, Peter (eds.) : ECAI 2012 : 20th European Conference on Artificial Intelligence, 27 - 31 August 2012, Montpellier, France. Frontiers in Artificial Intelligence and Applications, Vol. 242. Amsterdam: IOS Press. pp. 294-299 [PDF, 258kB]

Fober, Thomas; Mernberger, Marco; Klebe, Gerhard; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Fingerprint Kernels for Protein Structure Comparison. In: Molecular Informatics, Vol. 31, No. 6-7: pp. 443-452

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Preference Learning. In: Seel, N. M. (ed.) : Encyclopedia of the Sciences of Learning. 2012 Edition. Boston, MA: Springer

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Cheng, Weiwei; Park, Sang-Hyeun (2012): Preference-based reinforcement learning: a formal framework and a policy iteration algorithm. In: Machine Learning, Vol. 89, No. 1-2: pp. 123-156

Hoffmann, Frank; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kroll, Andreas (2012): Ausgewählte Beiträge des GMA-Fachausschusses 5.14 “Computational Intelligence”. In: at - Automatisierungstechnik, Vol. 60, No. 10: pp. 587-588

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Fuzzy Rules in Data Mining: From Fuzzy Associations to Gradual Dependencies. In: Trillas, Enric; Bonissone, Piero P.; Magdalena, Luis; Kacprz, Janusz (eds.) : Combining Experimentation and Theory. A Hommage to Abe Mamdani. Studies in Fuzziness and Soft Computing, Vol. 271. pp. 123-135 [PDF, 11MB]

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fallah Tehrani, Ali (2012): On the VC-Dimension of the Choquet Integral. In: Greco, Salvatore; Bouchon-Meunier, Bernadette; Coletti, Gulianella; Fedrizzi, Mario; Matarazzo, Benedetto; Yager, Ronald R. (eds.) : Advances on Computational Intelligence. 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, Catania, Italy, July 9-13, 2012. Proceedings, Part I. Communications in Computer and Information Science, Vol. 297. Berlin, Heidelberg: Springer. pp. 42-50

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Rifqi, Maria; Henzgen, Sascha; Senge, Robin (2012): Comparing Fuzzy Partitions: A Generalization of the Rand Index and Related Measures. In: IEEE Transactions on Fuzzy Systems, Vol. 20, No. 3: pp. 546-556

Leinweber, Matthias; Baumgärtner, Lars; Mernberger, Marco; Fober, Thomas; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Klebe, Gerhard; Freisleben, Bernd (2012): GPU-based Cloud computing for comparing the structure of protein binding sites. 2012 6th IEEE International Conference on Digital Ecosystems and Technologies (DEST), 18-20 June 2012, Campione d'Italia, Italy.

Ruiz, M. Dolores; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): A formal and empirical analysis of the fuzzy gamma rank correlation coefficient. In: Information Sciences, Vol. 206: pp. 1-17

Senge, Robin; Fober, Thomas; Nasiri, Maryam; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung. In: at - Automatisierungstechnik, Vol. 60, No. 10: pp. 622-629

Shaker, Ammar; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): IBLStreams: a system for instance-based classification and regression on data streams. In: Evolving Systems, Vol. 3, No. 4: pp. 235-249

Tehrani, Ali Fallah; Cheng, Weiwei; Dembczyński, Krzysztof; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Learning monotone nonlinear models using the Choquet integral. In: Machine Learning, Vol. 89, No. 1-2: pp. 183-211

Tehrani, Ali Fallah; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2012): Preference Learning Using the Choquet Integral: The Case of Multipartite Ranking. In: IEEE Transactions on Fuzzy Systems, Vol. 20, No. 6: pp. 1102-1113

2011

Cheng, Weiwei; Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Park, Sang-Hyeun (2011): Preference-Based Policy Iteration: Leveraging Preference Learning for Reinforcement Learning. In: Gunopulos, Dimitrios; Hofmann, Thomas; Malerba, Donato; Vazirgiannis, Michalis (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011. Proceedings, Part I. Lecture Notes in Computer Science, Vol. 6911. Berlin, Heidelberg: Springer. pp. 312-327

Domshlak, Carmel; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Kaci, Souhila; Prade, Henri (2011): Preferences in AI: An overview. In: Artificial Intelligence, Vol. 175, No. 7-8: pp. 1037-1052

Fober, Thomas; Glinca, Gerghei; Klebe, Gerhard; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): Superposition and Alignment of Labeled Point Clouds. In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 8, No. 6: pp. 1653-1666

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): Preference Learning. In: Sammut, Claude (ed.) : Encyclopedia of Machine Learning. 2010 Edition. Boston, MA: Springer. pp. 789-795

Hirsch, Oliver; Bösner, Stefan; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Senge, Robin; Dembczynski, Krzysztof; Donner-Banzhoff, Norbert (2011): Multivariate modeling to identify patterns in clinical data: the example of chest pain. In: BMC Medical Research Methodology, Vol. 11, 155 [PDF, 3MB]

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): Fuzzy sets in machine learning and data mining. In: Applied Soft Computing, Vol. 11, No. 2: pp. 1493-1505

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): Fuzzy machine learning and data mining. In: WIREs: Data Mining and Knowledge Discovery, Vol. 1, No. 4: pp. 269-283

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, Johannes (2011): Learning from Label Preferences. In: Elomaa, Tapio; Hollmén, Jaakko; Mannila, Heikki (eds.) : Discovery Science. 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings. Lecture Notes in Computer Science, Vol. 6926. pp. 2-17

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Schlegel, Patrice (September 2011): Preference-Based CBR: First Steps toward a Methodological Framework. In: Ram, Ashwin; Wiratunga, Nirmalie (eds.) : Case-Based Reasoning Research and Development. 19th International Conference on Case-Based Reasoning, ICCBR 2011, London, UK, September 12-15, 2011. Proceedings. Lecture Notes in Computer Science, Vol. 6880. Berlin, Heidelberg: Springer. pp. 77-91

Lughofer, Edwin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): On-line Redundancy Elimination in Evolving Fuzzy Regression Models using a Fuzzy Inclusion Measure. EUSFLAT - LFA 2011, 18 - 22 July 2011, Aix-Les-Bains, France. [PDF, 2MB]

Mernberger, Marco; Klebe, Gerhard; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): SEGA: Semiglobal Graph Alignment for Structure-Based Protein Comparison. In: IEEE/ACM Transactions on Computational Biology and Bioinformatics, Vol. 8, No. 5: pp. 1330-1343

Senge, Robin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): Top-Down Induction of Fuzzy Pattern Trees. In: IEEE Transactions on Fuzzy Systems, Vol. 19, No. 2: pp. 241-252

Tehrani, Ali Fallah; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2011): Choquistic Regression: Generalizing Logistic Regression using the Choquet Integral. EUSFLAT - LFA 2011, 18 - 22 July 2011, Aix-Les-Bains, France. [PDF, 1MB]

2010

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (eds.) (2010): Preference Learning. Berlin: Springer.

Cheng, Weiwei; Dembczyński, Krzysztof; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Graded multilabel classification: the ordinal case. ICML '10: 27th International Conference on International Conference on Machine Learning, June 21 - 24, 2010, Haifa, Israel.

Cheng, Weiwei; Rademaker, Michaël; De Baets, Bernard; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Predicting Partial Orders: Ranking with Abstention. In: Balcázar, José Luis; Bonchi, Francesco; Gionis, Aristides; Sebag, Michèle (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 6321. Berlin, Heidelberg: Springer. pp. 215-230

Dembczyński, Krzysztof; Waegeman, Willem; Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss. In: Balcázar, José Luis; Bonchi, Francesco; Gionis, Aristides; Sebag, Michèle (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 6321. Berlin, Heidelberg: Springer. pp. 280-295

Fober, Thomas; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Similarity measures for protein structures based on fuzzy histogram comparison. International Conference on Fuzzy Systems, 18-23 July 2010, Barcelona, Spain.

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Preference Learning and Ranking by Pairwise Comparison. In: Fürnkranz, Johannes; Hüllermeier, Eyke (eds.) : Preference Learning. Berlin, Heidelberg: Springer. pp. 65-82

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Preference Learning: An Introduction. In: Fürnkranz, Johannes; Hüllermeier, Eyke (eds.) : Preference Learning. Berlin: Springer. pp. 1-17

Hühn, Jens Christian; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): An Analysis of the FURIA Algorithm for Fuzzy Rule Induction. In: Koronacki, Jacek; Raś, Zbigniew W.; Wierzchoń, Sławomir T.; Kacprzyk, Janusz (eds.) : Advances in Machine Learning I. Dedicated to the Memory of Professor Ryszard S. Michalski. Studies in Computational Intelligence, Vol. 262. Berlin, Heidelberg: Springer. pp. 321-344

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Uncertainty in Clustering and Classification. In: Deshpande, Amol; Hunter, Anthony (eds.) : Scalable Uncertainty Management.4th International Conference, SUM 2010, Toulouse, France, September 27-29, 2010. Proceedings. Lecture Notes in Computer Science, Vol. 6379. Berlin, Heidelberg: Springer. pp. 16-19

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, Johannes (2010): On predictive accuracy and risk minimization in pairwise label ranking. In: Journal of Computer and System Sciences, Vol. 76, No. 1: pp. 49-62

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Vanderlooy, Stijn (2010): Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting. In: Pattern Recognition, Vol. 43, No. 1: pp. 128-142

Koh, Hyung-Won; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Mining Gradual Dependencies Based on Fuzzy Rank Correlation. In: Borgel, Christian (ed.) : Combining Soft Computing and Statistical Methods in Data Analysis. Advances in Intelligent and Soft Computing, Vol. 77. Berlin, Heidelberg: Springer. pp. 379-386

Pfeffer, Patrick; Fober, Thomas; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Klebe, Gerhard (2010): GARLig: A Fully Automated Tool for Subset Selection of Large Fragment Spaces via a Self-Adaptive Genetic Algorithm. In: Journal of Chemical Information and Modeling, Vol. 50, No. 9: pp. 1644-1659

Senge, Robin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2010): Pattern trees for regression and fuzzy systems modeling. 2010 IEEE International Conference on Fuzzy Systems (FUZZ‐IEEE 2010), 18-23 July 2010, Barcelona, Spain.

2009

Hoffmann, Frank; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (eds.) (2009): Proceedings. 19. Workshop Computational Intelligence, Dortmund, 2. - 4. Dezember 2009. Schriftenreihe des Instituts für Angewandte Informatik - Automatisierungstechnik, Universität Karlsruhe (TH), Vol. 29. Karlsruhe: KIT Scientific Publishing. [PDF, 19MB]

Boukhris, Imen; Elouedi, Zied; Fober, Thomas; Mernberger, Marco; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Similarity Analysis of Protein Binding Sites: A Generalization of the Maximum Common Subgraph Measure Based on Quasi-Clique Detection. 2009 Ninth International Conference on Intelligent Systems Design and Applications, 30 Nov.-2 Dec. 2009, Pisa, Italy.

Cheng, Weiwei; Hühn, Jens; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Decision tree and instance-based learning for label ranking. ICML '09: 26th Annual International Conference on Machine Learning, June 14 - 18, 2009, Montreal Quebec, Canada.

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Combining instance-based learning and logistic regression for multilabel classification. In: Machine Learning, Vol. 76, No. 2-3: pp. 211-225

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Combining Instance-Based Learning and Logistic Regression for Multilabel Classification. In: Buntine, Wray; Grobelnik, Marko; Mladenić, Dunja; Shawe-Taylor, John (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 5781. Berlin, Heidelberg: Springer. p. 6

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Combining Instance-Based Learning and Logistic Regression for Multilabel Classification. LWA 2009: Workshop-Woche: Lernen, Wissen, Adaptivität, 21.-23. September 2009, Darmstadt, Germany.

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): A New Instance-Based Label Ranking Approach Using the Mallows Model. In: Yu, Wen; He, Haibo; Zhang, Nian (eds.) : (2009): Advances in Neural Networks – ISNN 2009 : 6th International Symposium on Neural Networks, ISNN 2009 Wuhan, China, May 26-29, 2009 Proceedings, Part I. Lecture Notes in Computer Science, Vol. 5551. Berlin, Heidelberg: Springer. pp. 707-716

Fober, Thomas; Klebe, Gerhard; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Efficient Construction of Multiple Geometrical Alignments for the Comparison of Protein Binding Sites. 2009 Ninth International Conference on Intelligent Systems Design and Applications, 30 Nov.-2 Dec. 2009, Pisa, Italy.

Fober, Thomas; Mernberger, Marco; Melnikov, Vitalik; Moritz, Ralph; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Extension and Empirical Comparison of Graph-Kernels for the Analysis of Protein Active Sites. LWA 2009: Workshop-Woche: Lernen, Wissen, Adaptivität, 21.-23. September 2009, Darmstadt, Germany.

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Vanderlooy, Stijn (2009): Binary Decomposition Methods for Multipartite Ranking. In: Buntine, Wray; Grobelnik, Marko; Mladenić, Dunja; Shawe-Taylor, John (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 5781. Berlin, Heidelberg: Springer. pp. 359-374

Hoffmann, Frank; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (December 2009): Multiple Geometrical Alignments for the Analysis of Protein Active Sites. 19. Workshop Computational Intelligence, 2. - 4. Dezember 2009, Dortmund.

Hühn, Jens; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): FURIA: an algorithm for unordered fuzzy rule induction. In: Data Mining and Knowledge Discovery, Vol. 19, No. 3: pp. 293-319

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): On the Usefulness of Fuzzy Sets in Data Mining. In: Views on Fuzzy Sets and Systems from Different Perspectives. Philosophy and Logic, Criticisms and Applications. Studies in Fuzziness and Soft Computing, Vol. 243. Berlin, Heidelberg: Springer. pp. 457-470

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Vanderlooy, S. (2009): Why Fuzzy Decision Trees are Good Rankers. In: IEEE Transactions on Fuzzy Systems, Vol. 17, No. 6: pp. 1233-1244

Senge, Robin; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2009): Learning Pattern Tree Classifiers Using a Co-Evolutionary Algorithm. LWA 2009: Workshop-Woche: Lernen, Wissen, Adaptivität, 21.-23. September 2009, Darmstadt, Germany.

Weskamp, Nils; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Klebe, Gerhard (2009): Merging chemical and biological space: Structural mapping of enzyme binding pocket space. In: Proteins: Structure, Function, and Bioinformatics, Vol. 76, No. 2: pp. 317-330

2008

Cheng, Weiwei; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2008): Learning Similarity Functions from Qualitative Feedback. In: Althoff, Klaus-Dieter; Bergmann, Ralph; Minor, Mirjam; Hanft, Alexandre (eds.) : Advances in Case-Based Reasoning. 9th European Conference, ECCBR 2008, Trier, Germany, September 1-4, 2008. Proceedings. Lecture Notes in Computer Science, Vol. 5239. Berlin, Heidelberg: Springer. pp. 120-134

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2008): Fuzzy Methods for Data Mining and Machine Learning: State of the Art and Prospects. In: Bustince, Humberto; Herrera, Francisco; Montero, Javier (eds.) : Fuzzy Sets and Their Extensions: Representation, Aggregation and Models. Studies in Fuzziness and Soft Computing, Vol. 220. Berlin, Heidelberg: Springer. pp. 357-375

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2008): Granular Computing in Machine Learning and Data Mining. In: Pedrycz, Witold; Skowron, Andrzej; Kreinovich, Vladik (eds.) : Handbook of Granular Computing. pp. 889-906

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2008): Why Fuzzy Set Theory is Useful in Data Mining. In: Poncelet, Pascal; Masseglia, Florent; Teisseire, Maguelonne (eds.) : Successes and New Directions in Data Mining. Hershey ; New York: Information Science Reference. pp. 1-16

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, Johannes (2008): Learning Preference Models from Data: On the Problem of Label Ranking and Its Variants. In: Della Riccia, Giacomo; Dubois, Didier; Kruse, Rudolf; Lenz, Hans-Joachim (eds.) : Preferences and Similarities. CISM International Centre for Mechanical Sciences, Vol. 504. Vienna: Springer. pp. 283-304

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Vladimirskiy, Ilya; Prados Suárez, Belén; Stauch, Eva (2008): Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions. In: Althoff, Klaus-Dieter; Bergmann, Ralph; Minor, Mirjam; Hanft, Alexandre (eds.) : Advances in Case-Based Reasoning. Lecture Notes in Computer Science. 9th European Conference, ECCBR 2008, Trier, Germany, September 1-4, 2008. Proceedings, Vol. 5239. Berlin, Heidelberg: Springer. pp. 240-254

Vanderlooy, Stijn; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2008): A Critical Analysis of Variants of the AUC. In: Daelemans, Walter; Goethals, Bart; Morik, Katharina (eds.) : Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings, Part I. Lecture Notes in Computer Science, Vol. 5211. Berlin, Heidelberg: Springer. p. 13

2007

Beringer, Jurgen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2007): Adaptive Optimization of the Number of Clusters in Fuzzy Clustering. 2007 IEEE International Fuzzy Systems Conference, 23-26 July 2007, London, UK.

Beringer, Jürgen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2007): Fuzzy Clustering of Parallel Data Streams. In: Oliveira, Jose Valente de; Pedrycz, Witold (eds.) : Advances in Fuzzy Clustering and its Applications. Chichester: Wiley. pp. 333-352

Beringer, Jürgen; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2007): An Efficient Algorithm for Instance-Based Learning on Data Streams. In: Perner, Petra (ed.) : Advances in Data Mining. Theoretical Aspects and Applications. 7th Industrial Conference, ICDM 2007, Leipzig, Germany, July 14-18, 2007. Proceedings. Lecture Notes in Computer Science, Vol. 4597. Berlin, Heidelberg: Springer. pp. 34-48

Brinker, Klaus; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2007): Label Ranking in Case-Based Reasoning. In: Weber, Rosina O.; Richter, Michael M. (eds.) : Case-Based Reasoning Research and Development. 7th International Conference on Case-Based Reasoning, ICCBR 2007 Belfast, Northern Ireland, UK, August 13-16, 2007 Proceedings. Lecture Notes in Computer Science, Vol. 4626. Berlin, Heidelberg: Springer. pp. 77-91

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, Johannes (2007): On Minimizing the Position Error in Label Ranking. In: Kok, Joost N.; Koronacki, Jacek; Lopez de Mantaras, Raomon; Matwin, Stan; Mladenič, Dunja; Skowron, Andrzej (eds.) : Machine Learning: ECML 2007. 18th European Conference on Machine Learning, Warsaw, Poland, September 17-21, 2007. Proceedings. Lecture Notes in Computer Science, Vol. 4701. Berlin, Heidelberg: Springer. pp. 583-590

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Weskamp, Nils; Klebe, Gerhard; Kuhn, Daniel (2007): Graph Alignment: Fuzzy Pattern Mining for the Structural Analysis of Protein Active Sites. 2007 IEEE International Fuzzy Systems Conference, 23-26 July 2007, London, UK.

Sulzmann, Jan-Nikolas; Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2007): On Pairwise Naive Bayes Classifiers. In: Kok, Joost N.; Koronacki, Jacek; Lopez de Mantaras, Raomon; Matwin, Stan; Mladenič, Dunja; Skowron, Andrzej (eds.) : Machine Learning: ECML 2007. 18th European Conference on Machine Learning, Warsaw, Poland, September 17-21, 2007. Proceedings. Lecture Notes in Computer Science, Vol. 4701. Berlin, Heidelberg: Springer. pp. 371-381

2006

Bade, Korinna; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Nurnberger, Andreas (2006): Hierarchical Classification by Expected Utility Maximization. 6th IEEE International Conference on Data Mining, 18-22 December, 2006, Hong Kong, China.

Bodenhofer, Ulrich; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Klawonn, Frank; Kruse, Rudolf (2006): Special Issue on Soft Computing for Information Mining. Editorial. In: Soft Computing, Vol. 11, No. 5: pp. 397-399

Brinker, Klaus; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2006): Case-Based Label Ranking. In: Fürnkranz, Johannes; Scheffer, Tobias; Spiliopoulou, Myra (eds.) : Machine Learning: ECML 2006. 17th European Conference on Machine Learning Berlin, Germany, September 18-22, 2006 Proceedings. Lecture Notes in Computer Science, Vol. 4212. Berlin, Heidelberg: Springer. pp. 566-573

Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Prade, Henri (2006): Fuzzy methods for case-based recommendation and decision support. In: Journal of Intelligent Information Systems, Vol. 27, No. 2: pp. 95-115

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2006): The Choquet-Integral as an Aggregation Operator in Case-Based Learning. In: Reusch, Bernd (ed.) : Computational Intelligence, Theory and Applications. International Conference 9th Fuzzy Days in Dortmund, Germany, Sept. 18–20, 2006 Proceedings. Berlin, Heidelberg: Springer. pp. 615-627

Karimi, Iman; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Meskouris, Konstantin (2006): A fuzzy-probabilistic earthquake risk assessment system. In: Soft Computing, Vol. 11, No. 3: pp. 229-238

2005

Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (July 2005): A Notion of Comparative Probabilistic Entropy Based on the Possibilistic Specificity Ordering. In: Symbolic and Quantitative Approaches to Reasoning with Uncertainty. 8th European Conference, ECSQARU 2005, Barcelona, Spain, July 6-8, 2005. Proceedings. Lecture Notes in Computer Science, Vol. 3571. Berlin, Heidelberg: Springer. pp. 848-859

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2005): Fuzzy Methods in Knowledge Discovery. In: Reusch, Bernd (ed.) : Computational Intelligence, Theory and Applications. International Conference 8th Fuzzy Days in Dortmund, Germany, Sept. 29–Oct. 01, 2004 Proceedings. Advances in Soft Computing, Vol. 33. Berlin, Heidelberg: Springer. p. 483

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Beringer, Jürgen (September 2005): Learning from Ambiguously Labeled Examples. In: Famili, A. Fazel; Kok, Joost N.; Peña, José M.; Siebes, Arno; Feelders, Ad (eds.) : Advances in Intelligent Data Analysis VI. Lecture Notes in Computer Science. 6th International Symposium on Intelligent Data Analysis, IDA 2005, Madrid, Spain, September 8-10, 2005. Proceedings, Vol. 3646. Berlin, Heidelberg: Springer. pp. 168-179

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, Johannes (September 2005): Learning Label Preferences: Ranking Error Versus Position Error. In: Fazel Famili, A.; Kok, Joost N.; Peña, José M.; Siebes, Arno; Feelders, Ad (eds.) : Advances in Intelligent Data Analysis VI. 6th International Symposium on Intelligent Data Analysis, IDA 2005, Madrid, Spain, September 8-10, 2005. Proceedings. Lecture Notes in Computer Science, Vol. 3646. Berlin, Heidelberg: Springer. pp. 180-191

2004

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Fürnkranz, J. (2004): Ranking by pairwise comparison a note on risk minimization. 2004 IEEE International Conference on Fuzzy Systems, 25-29 July, 2004, Budapest, Hungary.

2003

Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Prade, Henri (2003): A Note on Quality Measures for Fuzzy Association Rules. In: Bilgiç, Taner; De Baets, Bernard; Okyay Kaynak (eds.) : Fuzzy Sets and Systems — IFSA 2003. 10th International Fuzzy Systems Association World Congress Istanbul, Turkey, June 30 – July 2, 2003 Proceedings. Lecture Notes in Computer Science, Vol. 2715. Berlin, Heidelberg: Springer. pp. 346-353

Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Prade, Henri (2003): Flexible Control of Case-Based Prediction in the Framework of Possibility Theory. In: Blanzieri, Enrico; Portinale, Luigi (eds.) : Advances in Case-Based Reasoning. 5th European Workshop, EWCBR 2000 Trento, Italy, September 6–9, 2000 Proceedings. Lecture Notes in Computer Science, Vol. 1898. Berlin, Heidelberg: Springer. pp. 61-73

Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Prade, Henri (2003): Possibilistic case-based decisions. In: Lesage, Cédric; Cottrell, Marie (eds.) : Connectionist Approaches in Economics and Management Sciences. Advances in Computational Management Science, Vol. 6. Boston, MA: Springer. pp. 31-48

Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2003): Pairwise Preference Learning and Ranking. In: Lavrač, Nada; Gamberger, Dragan; Blockeel, Hendrik; Todorovski, Ljupčo (eds.) : Machine Learning: ECML 2003. 14th European Conference on Machine Learning, Cavtat-Dubrovnik, Croatia, September 22-26, 2003. Proceedings. Lecture Notes in Computer Science, Vol. 2837. Berlin, Heidelberg: Springer. pp. 145-156

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (August 2003): Regularized Learning with Flexible Constraints. In: Berthold, Michael R.; Lenz, Hans-Joachim; Bradley, Elizabeth; Kruse, Rudolf; Borgelt, Christian (eds.) : Advances in Intelligent Data Analysis V. 5th International Symposium on Intelligent Data Analysis, IDA 2003, Berlin, Germany, August 28-30, 2003. Proceedings. Lecture Notes in Computer Science, Vol. 2810. Berlin, Heidelberg: Springer. pp. 13-24

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2003): Inducing Fuzzy Concepts through Extended Version Space Learning. In: Bilgiç, Taner; De Baets, Bernard; Kaynak, Okyay (eds.) : Fuzzy Sets and Systems — IFSA 2003. 10th International Fuzzy Systems Association World Congress Istanbul, Turkey, June 30 – July 2, 2003 Proceedings. Lecture Notes in Computer Science, Vol. 2715. Berlin, Heidelberg: Springer. pp. 677-684

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2003): A Method for Predicting Solutions in Case-Based Problem Solving. In: Blanzieri, Enrico; Portinale, Luigi (eds.) : Advances in Case-Based Reasoning. 5th European Workshop, EWCBR 2000 Trento, Italy, September 6–9, 2000 Proceedings. Lecture Notes in Computer Science, Vol. 1898. Berlin, Heidelberg: Springer. pp. 124-135

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2003): Sequential Decision Making in Heuristic Search. In: Della Riccia, Giacomo; Dubois, Didier; Kruse, Rudolf; Lenz, Hans-J. (eds.) : Planning Based on Decision Theory. International Centre for Mechanical Sciences, Vol. 472. Vienna: Springer. pp. 27-41

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2003): Instance-Based Learning of Credible Label Sets. In: Günter, Andreas; Kruse, Rudolf; Neumann, Bernd (eds.) : KI 2003: Advances in Artificial Intelligence. 26th Annual German Conference on AI, KI 2003, Hamburg, Germany, September 15-18, 2003. Proceedings. Lecture Notes in Computer Science, Vol. 2821. Berlin, Heidelberg: Springer. pp. 450-464

2002

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (September 2002): Experience-Based Decision Making and Learning from Examples. In: Operations Research Proceedings 2001. Selected Papers of the International Conference on Operations Research (OR 2001) Duisburg, September 3–5, 2001. Berlin, Heidelberg: Springer. pp. 363-370

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (May 2002): Exploiting similarity and experience in decision making. In: Proceedings of the 2002 IEEE International Conference on Fuzzy Systems: May 12 - 17, 2002, Hilton Hawaiian Village Hotel, Honolulu, Hawaii. Vol. 1. Piscataway, NJ: IEEE. pp. 729-734

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2002): Association Rules for Expressing Gradual Dependencies. In: Elomaa, Tapio; Mannila, Heikki; Toivonen, Hannu (eds.) : Principles of Data Mining and Knowledge Discovery. 6th European Conference, PKDD 2002 Helsinki, Finland, August 19–23, 2002 Proceedings. Lecture Notes in Computer Science, Vol. 2431. Berlin, Heidelberg: Springer. pp. 200-211

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2002): Possibilistic Induction in Decision-Tree Learning. In: Elomaa, Tapio; Mannila, Heikki; Toivonen, Hannu (eds.) : Machine Learning: ECML 2002.13th European Conference on Machine Learning Helsinki, Finland, August 19–23, 2002 Proceedings. Lecture Notes in Computer Science, Vol. 2430. Cham: Springer. pp. 173-184

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Dubois, Didier; Prade, Henri (2002): Knowledge-Based Extrapolation of Cases: A Possibilistic Approach. In: Bouchon-Meunier, Bernadette; Gutiérrez-Ríos, Julio; Magdalena, Luis; Yager, Ronald R. (eds.) : Technologies for Constructing Intelligent Systems 1. Studies in Fuzziness and Soft Computing, Vol. 89. Heidelberg: Physica Verlag. pp. 377-390

de Calmes, Martine; Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Prade, Henri; Sedes, Florence (2002): Case-based querying and prediction: a fuzzy set approach. 2002 IEEE World Congress on Computational Intelligence, 12-17 May 2002, Honolulu, HI, USA.

2001

Dubois, Didier; Hüllermeier, Eyke ORCID: 0000-0002-9944-4108; Prade, Henri (July 2001): Toward the representation of implication-based fuzzy rules in terms of crisp rules. 20th NAFIPS International Conference, 25-28 July 2001, Vancouver, BC, Canada.

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (2001): Implication-Based Fuzzy Association Rules. In: Principles of Data Mining and Knowledge Discovery. 5th European Conference, PKDD 2001, Freiburg, Germany, September 3–5, 2001 Proceedings. Lecture Notes in Computer Science, Vol. 2168. Berlin, Heidelberg: Springer. pp. 241-252

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (October 2001): Fuzzy Association Rules: Semantic Issues and Quality Measures. In: Reusch, Bernd (ed.) : Computational Intelligence. Theory and Applications. International Conference, 7th Fuzzy Days Dortmund, Germany, October 1–3, 2001 Proceedings. Lecture Notes in Computer Science, Vol. 2206. Berlin, Heidelberg: Springer. pp. 380-391

1999

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (1999): Exploiting Similarity for Supporting Data Analysis and Problem Solving. In: Hand, David J.; Kok, Joost N.; Berthold, Michael R. (eds.) : Advances in Intelligent Data Analysis. Third International Symposium, IDA-99 Amsterdam, The Netherlands, August 9–11, 1999 Proceedings. Lecture Notes in Computer Science, Vol. 1642. Berlin, Heidelberg: Springer. pp. 257-268

Hüllermeier, Eyke ORCID: 0000-0002-9944-4108 (May 1999): A Possibilistic Formalization of Case-Based Reasoning and Decision Making. In: Reusch, Bernd (ed.) : Computational Intelligence. Theory and Applications International Conference, 6th Fuzzy Days Dortmund, Germany, May 25–28 1999 Proceedings. Lecture Notes in Computer Science, Vol. 1625. Berlin, Heidelberg: Springer. pp. 411-420

This list was generated on Wed Oct 5 21:37:19 2022 CEST.