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Anzahl der Publikationen: 25

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, 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

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

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

Paper

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

Buchbeitrag

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

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

Konferenzbeitrag

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.

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.

Mohr, Felix ORCID logoORCID: https://orcid.org/0000-0002-9293-2424; Bengs, Viktor und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (Februar 2021): Single Player Monte-Carlo Tree Search Based on the Plackett-Luce Model. AAAI Conference on Artificial Intelligence, Virtual, February 2–9, 2021. Proceedings of the AAAI Conference on Artificial Intelligence. Bd. 35, Nr. 14 S. 12373-12381

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

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

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

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

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

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; Lettmann, Theodor; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Wever, Marcel Dominik ORCID logoORCID: https://orcid.org/0000-0001-9782-6818 (Juni 2018): Programmatic Task Network Planning. 28th International Conference on Automated Planning and Scheduling, Delft, Netherlands, 2018-06-24 – 2018-06-29. Bercher, Pascal; Höller, Daniel; Biundo, Susanne und Alford, Ron (Hrsg.): In: Proceedings of the 1st ICAPS Workshop on Hierarchical Planning, S. 31-39

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

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 Dominik ORCID logoORCID: https://orcid.org/0000-0001-9782-6818; Mohr, Felix und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2017): Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization. 27th Workshop Computational Intelligence, Dortmund, 23. – 24. November 2017. Hoffmann, F.; Hüllermeier, Eyke und Mikut, R. (Hrsg.): In: Proceedings. 27. Workshop Computational Intelligence Dortmund, 23. – 24. November 2017, Karlsruhe: KIT Scientific Publishing. S. 149-166

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