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Hochschulschrift

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

Zeitschriftenartikel

Tornede, Tanja ORCID logoORCID: https://orcid.org/0000-0001-9954-462X; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Fehring, Lukas ORCID logoORCID: https://orcid.org/0000-0001-8057-4650; Gehring, Lukas; Graf, Helena ORCID logoORCID: https://orcid.org/0000-0001-9447-0609; Hanselle, Jonas ORCID logoORCID: https://orcid.org/0000-0002-1231-4985; Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424 und Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 (20. April 2023): PyExperimenter: Easily distribute experiments and track results. In: Journal of Open Source Software, Bd. 8, Nr. 84: S. 5149

Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424 und Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 (April 2023): Naive automated machine learning. In: Machine Learning, Bd. 112, Nr. 4: S. 1131-1170

Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Gehring, Lukas; Tornede, Tanja ORCID logoORCID: https://orcid.org/0000-0001-9954-462X; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2023): Algorithm selection on a meta level. In: Machine Learning, Bd. 112, Nr. 4: S. 1253-1286

Tornede, Tanja ORCID logoORCID: https://orcid.org/0000-0001-9954-462X; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Hanselle, Jonas; Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2023): Towards Green Automated Machine Learning: Status Quo and Future Directions. In: Journal of Artificial Intelligence Research, Bd. 77: S. 427-457

Schede, Elias; Brandt, Jasmin; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Bengs, Viktor ORCID logoORCID: https://orcid.org/0000-0001-6988-6186; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Tierney, Kevin (Oktober 2022): A Survey of Methods for Automated Algorithm Configuration. In: Journal of Artificial Intelligence Research, Bd. 75: S. 425-487

Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108; Wever, Marcel; Loza Mencia, Eneldo; Fürnkranz, Johannes und Rapp, Michael ORCID logoORCID: https://orcid.org/0000-0001-8570-8240 (Februar 2022): A flexible class of dependence-aware multi-label loss functions. In: Machine Learning, Bd. 111, Nr. 2: S. 713-737 [PDF, 1MB]

Schede, Elias; Brandt, Jasmin; Tornede, Alexander; Wever, Marcel; Bengs, Viktor; Huellermeier, Eyke und Tierney, Kevin (2022): A Survey of Methods for Automated Algorithm Configuration. In: Journal of Artificial Intelligence Research, Bd. 75: S. 425-487

Tornede, Alexander; Gehring, Lukas; Tornede, Tanja; Wever, Marcel und Huellermeier, Eyke (2022): Algorithm selection on a meta level. In: Machine Learning, Bd. 112, Nr. 4: S. 1253-1286

Gevers, Karina; Tornede, Alexander; Wever, Marcel; Schoeppner, Volker und Huellermeier, Eyke (2022): A comparison of heuristic, statistical, and machine learning methods for heated tool butt welding of two different materials. In: Welding in the World, Bd. 66, Nr. 10: S. 2157-2170

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (September 2021): AutoML for Multi-Label Classification: Overview and Empirical Evaluation. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, Bd. 43, Nr. 9: S. 3037-3054 [PDF, 2MB]

Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (Februar 2021): Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning. In: IEEE Transactions on Pattern Analysis and Machine Intelligence, Bd. 43, Nr. 9: S. 3055-3066

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; van Rooijen, Lorijn und Hamann, Heiko (Juni 2020): Multioracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets. In: Evolutionary Computation, Bd. 28, Nr. 2: S. 165-193

Mohr, Felix; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2018): ML-Plan: Automated machine learning via hierarchical planning. In: Machine Learning, Bd. 107, Nr. 8-10: S. 1495-1515

Buchbeitrag

Hanselle, Jonas; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (Mai 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 und Chakraborty, Tanmoy (Hrsg.): (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, Bd. 12712. Cham: Springer. S. 152-163

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

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Mohr, Felix und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/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 und Krempl, Georg (Hrsg.): (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, Bd. 12080. New York, NY: Association for Computing Machinery. S. 561-573 [PDF, 425kB]

Mohr, Felix; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (September 2019): From Automated to On-The-Fly Machine Learning. In: David, Klaus; Geihs, Kurt; Lange, Martin und Stumme, Gerd (Hrsg.): (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. S. 273-274

Mohr, Felix; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2018): Reduction Stumps for Multi-class Classification. In: Duivesteijn, Wouter; Siebes, Arno und Ukkonen, Antti (Hrsg.): (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, Bd. 11191. Cham: Springer. S. 225-237

Konferenzbeitrag

Schede, Elias; Brandt, Jasmin; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Bengs, Viktor ORCID logoORCID: https://orcid.org/0000-0001-6988-6186; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Tierney, Kevin (19. August 2023): A Survey of Methods for Automated Algorithm Configuration (Extended Abstract). Thirty-Second International Joint Conference on Artificial Intelligence (IJCAI 2023), Macao, S.A.R, 19-25 August 2023. In: Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, S. 6964-6968

Schubert, David; Gupta, Pritha ORCID logoORCID: https://orcid.org/0000-0002-7277-4633 und Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 (April 2023): Meta-learning for Automated Selection of Anomaly Detectors for Semi-supervised Datasets. Advances in Intelligent Data Analysis XXI, Louvain-la-Neuve, Belgium, 12-14 April 2023. Crémilleux, Bruno; Hess, Sibylle und Nijssen, Siegfried (Hrsg.): Cham: Springer Nature Switzerland. S. 392-405

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Özdogan, Miran und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2023): Cooperative Co-Evolution for Ensembles of Nested Dichotomies for Multi-Class Classification. Genetic and Evolutionary Computation Conference (GECCO '23), Lisbon, Portugal, July 15-19, 2023. In: Proceedings of the Genetic and Evolutionary Computation Conference, New York, NY, USA: Association for Computing Machinery. 597–605

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

Tornede, Tanja ORCID logoORCID: https://orcid.org/0000-0001-9954-462X; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (Juli 2021): Coevolution of remaining useful lifetime estimation pipelines for automated predictive maintenance. GECCO '21, Proceedings of the Genetic and Evolutionary Computation Conference Companion, Lille, France, 10 - 14 July, 2021. Chicano, Francisco (Hrsg.): In: Proceedings of the Genetic and Evolutionary Computation Conference, New York, NY: Association for Computing Machinery. S. 368-376

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

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

Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Werner, Stefan; Mohr, Felix und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/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), Bangkok, Thailand, 18-20 November 2020. Jialin Pan, Sinno und Sugiyama, Masashi (Hrsg.): In: Proceedings of the 12th Asian Conference on Machine Learning (ACML 2020), Bd. 129 S. 737-752

Hanselle, Jonas; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (September 2020): Hybrid Ranking and Regression for Algorithm Selection. KI 2020: Advances in Artificial Intelligence. 43rd German Conference on AI, Bamberg, Germany, September 21–25, 2020. Schmid, Ute; Klügl, Franziska und Wolter, Diedrich (Hrsg.): In: KI 2020: Advances in Artificial Intelligence, Proceedings, Lecture Notes in Computer Science Bd. 12325 Cham: Springer. S. 59-72

Tornede, Tanja; Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/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, Ghent, Belgium, September 14-18, 2020. Gama, Joao (Hrsg.): In: IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, Septem, Bd. 1325 Cham: Springer. S. 106-118

Tornede, Alexander ORCID logoORCID: https://orcid.org/0000-0002-2415-2186; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/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, Dortmund, Germany, 28. - 29. November 2019. Hoffmann, Frank; Hüllermeier, Eyke und Mikut, Ralf (Hrsg.): In: Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019, KIT Scientific Publishing, Karlsruhe, 2019, Karlsruhe: KIT Scientific Publishing. S. 135-146

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Mohr, Felix; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Hetzer, Alexander (2019): Towards Automated Machine Learning for Multi-Label Classification. ECDA 2019: European Conference on Data Analysis, Bayreuth, Germany, 18 - 20 March 2019. In: ECDA 2019: Book of Abstracts, S. 65

Hetzer, Alexander; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Mohr, Felix und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2019): Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking. ECDA 2019: European Conference on Data Analysis, Bayreuth, Germany, 18 - 20 March 2019. In: ECDA 2019: Book of Abstracts, S. 65-66

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

Mohr, Felix; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2018): On-the-Fly Service Construction with Prototypes. 2018 IEEE International Conference on Services Computing (SCC), San Francisco, CA, USA, 2-7 July 2018. In: 2018 IEEE International Conference on Services Computing (SCC), Piscataway, NJ: IEEE. S. 225-232

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Mohr, Felix und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2018): Ensembles of evolved nested dichotomies for classification. GECCO '18: Proceedings of the Genetic and Evolutionary Computation Conference, Kyoto, Japan, July 15 - 19, 2018. In: Proceedings of the Genetic and Evolutionary Computation Conference, New York, NY: Association for Computing Machinery. S. 561-568

Mohr, Felix; Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Faez, Amin (2018): (WIP) Towards the Automated Composition of Machine Learning Services. 2018 IEEE International Conference on Services Computing (SCC), San Francisco, CA, USA, 2-7 July 2018. In: 2018 IEEE International Conference on Services Computing : IEEE SCC 2018 : part of the 2018 IEEE World Congress on Services : 2-7 July 2018, San Francisco, California, USA : proceedings, Piscataway, NJ: IEEE. S. 241-244

Wever, Marcel ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; van Rooijen, Lorijn und Hamann, Heiko (2017): Active coevolutionary learning of requirements specifications from examples. GECCO '17: Genetic and Evolutionary Computation Conference, Berlin, Germany, July 15 - 19, 2017. In: GECCO '17: Proceedings of the Genetic and Evolutionary Computation Conference July 2017, New York, NY: Association for Computing Machinery. S. 1327-1334

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