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Veröffentlichungsdatum
Anzahl der Publikationen: 11
2024
Haas, Stefan 
ORCID: https://orcid.org/0000-0001-9916-0060; Hegestweiler, Konstantin; Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Oktober 2024):
Stakeholder-centric explanations for black-box decisions: an XAI process model and its application to automotive goodwill assessments.
In: Frontiers in Artificial Intelligence, Bd. 7
[PDF, 11MB]
ORCID: https://orcid.org/0000-0001-9916-0060; Hegestweiler, Konstantin; Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Oktober 2024):
Stakeholder-centric explanations for black-box decisions: an XAI process model and its application to automotive goodwill assessments.
In: Frontiers in Artificial Intelligence, Bd. 7
[PDF, 11MB]
2023
Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Fürnkranz, Johannes und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(27. Juli 2023):
On the efficient implementation of classification rule learning.
In: Advances in Data Analysis and Classification, Bd. 18: S. 851-892
[PDF, 1MB]
ORCID: https://orcid.org/0000-0001-8570-8240; Fürnkranz, Johannes und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(27. Juli 2023):
On the efficient implementation of classification rule learning.
In: Advances in Data Analysis and Classification, Bd. 18: S. 851-892
[PDF, 1MB]
Wiechers, Maren ORCID: https://orcid.org/0000-0002-1228-8908; Strupp, Michael; Bajbouj, Malek ORCID: https://orcid.org/0000-0002-0073-3322; Böge, Kerem ORCID: https://orcid.org/0000-0001-8263-4936; Karnouk, Carine; Goerigk, Stephan ORCID: https://orcid.org/0000-0002-3021-0346; Kamp-Becker, Inge; Banaschewski, Tobias; Rapp, Michael ORCID: https://orcid.org/0000-0003-0106-966X; Hasan, Alkomiet; Falkai, Peter; Jobst-Heel, Andrea; Habel, Ute; Stamm, Thomas; Heinz, Andreas ORCID: https://orcid.org/0000-0001-5405-9065; Hoell, Andreas ORCID: https://orcid.org/0000-0002-2725-046X; Burger, Max; Bunse, Tilmann; Hoehne, Edgar ORCID: https://orcid.org/0000-0002-3516-5230; Mehran, Nassim ORCID: https://orcid.org/0000-0003-3836-3205; Kaiser, Franziska; Hahn, Eric ORCID: https://orcid.org/0000-0002-3782-1983; Plener, Paul; Übleis, Aline und Padberg, Frank
(2023):
Empowerment group therapy for refugees with affective disorders: results of a multicenter randomized controlled trial.
In: European Psychiatry, Bd. 66, Nr. 1, e64
[PDF, 510kB]
ORCID: https://orcid.org/0000-0002-1228-8908; Strupp, Michael; Bajbouj, Malek ORCID: https://orcid.org/0000-0002-0073-3322; Böge, Kerem ORCID: https://orcid.org/0000-0001-8263-4936; Karnouk, Carine; Goerigk, Stephan ORCID: https://orcid.org/0000-0002-3021-0346; Kamp-Becker, Inge; Banaschewski, Tobias; Rapp, Michael ORCID: https://orcid.org/0000-0003-0106-966X; Hasan, Alkomiet; Falkai, Peter; Jobst-Heel, Andrea; Habel, Ute; Stamm, Thomas; Heinz, Andreas ORCID: https://orcid.org/0000-0001-5405-9065; Hoell, Andreas ORCID: https://orcid.org/0000-0002-2725-046X; Burger, Max; Bunse, Tilmann; Hoehne, Edgar ORCID: https://orcid.org/0000-0002-3516-5230; Mehran, Nassim ORCID: https://orcid.org/0000-0003-3836-3205; Kaiser, Franziska; Hahn, Eric ORCID: https://orcid.org/0000-0002-3782-1983; Plener, Paul; Übleis, Aline und Padberg, Frank
(2023):
Empowerment group therapy for refugees with affective disorders: results of a multicenter randomized controlled trial.
In: European Psychiatry, Bd. 66, Nr. 1, e64
[PDF, 510kB]
2022
Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Wever, Marcel; Loza Mencia, Eneldo; Fürnkranz, Johannes und Rapp, Michael ORCID: 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]
ORCID: https://orcid.org/0000-0002-9944-4108; Wever, Marcel; Loza Mencia, Eneldo; Fürnkranz, Johannes und Rapp, Michael ORCID: 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]
Strupf, Michael; Wiechers, Maren; Bajbouj, Malek; Boege, Kerem; Karnouk, Carine; Goerigk, Stephan; Kamp-Becker, Inge; Banaschewski, Tobias; Rapp, Michael; Hasan, Alkomiet; Falkai, Peter; Jobst-Heel, Andrea; Habel, Ute; Stamm, Thomas; Heinz, Andreas; Hoell, Andreas; Burger, Max; Bunse, Tilmann; Hoehne, Edgar; Mehran, Nassim; Kaiser, Franziska; Hahn, Eric; Plener, Paul; Uebleis, Aline und Padberg, Frank
(2022):
Predicting treatment outcomes of the Empowerment group intervention for refugees with affective disorders: Findings from the MEHIRA project.
In: Journal of Affective Disorders, Bd. 323: S. 241-250
Boege, Kerem; Karnouk, Carine; Hoell, Andreas; Tschorn, Mira; Kamp-Becker, Inge; Padberg, Frank; Ubleis, Aline; Hasan, Alkomiet; Falkai, Peter; Salize, Hans-Joachim; Meyer-Lindenberg, Andreas; Banaschewski, Tobias; Schneider, Frank; Habel, Ute; Plener, Paul; Hahn, Eric; Wiechers, Maren; Strupf, Michael; Jobst, Andrea; Millenet, Sabina; Hoehne, Edgar; Sukale, Thorsten; Dinauer, Raphael; Schuster, Martin; Mehran, Nassim; Kaiser, Franziska; Broecheler, Stefanie; Lieb, Klaus; Heinz, Andreas; Rapp, Michael und Bajbouj, Malek
(2022):
Effectiveness and cost-effectiveness for the treatment of depressive symptoms in refugees and asylum seekers: A multi-centred randomized controlled trial.
In: Lancet Regional Health - Europe, Bd. 19, 100413
2021
Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Mencía, Eneldo Loza; Fürnkranz, Johannes und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(September 2021):
Gradient-Based Label Binning in Multi-label Classification.
Machine Learning and Knowledge Discovery in Databases, Bilbao, Spain, September 13–17, 2021.
In: Machine Learning and Knowledge Discovery in Databases. Research Track,
Bd. 12977
Cham: Springer. S. 462-477
[PDF, 471kB]
ORCID: https://orcid.org/0000-0001-8570-8240; Mencía, Eneldo Loza; Fürnkranz, Johannes und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(September 2021):
Gradient-Based Label Binning in Multi-label Classification.
Machine Learning and Knowledge Discovery in Databases, Bilbao, Spain, September 13–17, 2021.
In: Machine Learning and Knowledge Discovery in Databases. Research Track,
Bd. 12977
Cham: Springer. S. 462-477
[PDF, 471kB]
Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Mencía, Eneldo Loza; Fürnkranz, Johannes; Nguyen, Vu-Linh und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Februar 2021):
Learning Gradient Boosted Multi-label Classification Rules.
In: Hutter, Frank; Kersting, Kristian; Lijffijt, Jefrey und Valera, Isabel (Hrsg.):
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, Bd. 12459. Cham: Springer. S. 124-140
[PDF, 543kB]
ORCID: https://orcid.org/0000-0001-8570-8240; Mencía, Eneldo Loza; Fürnkranz, Johannes; Nguyen, Vu-Linh und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Februar 2021):
Learning Gradient Boosted Multi-label Classification Rules.
In: Hutter, Frank; Kersting, Kristian; Lijffijt, Jefrey und Valera, Isabel (Hrsg.):
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, Bd. 12459. Cham: Springer. S. 124-140
[PDF, 543kB]
2020
Nguyen, Vu-Linh ORCID: https://orcid.org/0000-0003-1642-4468; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Loza Mencia, Eneldo und Fürnkranz, Johannes
(15. Oktober 2020):
On Aggregation in Ensembles of Multilabel Classifiers.
23rd International Conference on Discovery Science, Virtual, 19-21 October 2020.
In: Discovery Science,
Bd. 12323
Cham: Springer. S. 533-547
[PDF, 354kB]
ORCID: https://orcid.org/0000-0003-1642-4468; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240; Loza Mencia, Eneldo und Fürnkranz, Johannes
(15. Oktober 2020):
On Aggregation in Ensembles of Multilabel Classifiers.
23rd International Conference on Discovery Science, Virtual, 19-21 October 2020.
In: Discovery Science,
Bd. 12323
Cham: Springer. S. 533-547
[PDF, 354kB]
Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Fürnkranz, Johannes; Loza Mencia, Eneldo; Nguyen, Vu-Linh ORCID: https://orcid.org/0000-0003-1642-4468 und Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240
(August 2020):
Rule-Based Multi-label Classification: Challenges and Opportunities.
4th International Joint Conference on Rules and Reasoning, Virtual, 29 June - 1 July 2020.
In: Rules and Reasoning,
Bd. 12173
Cham: Springer. S. 3-19
ORCID: https://orcid.org/0000-0002-9944-4108; Fürnkranz, Johannes; Loza Mencia, Eneldo; Nguyen, Vu-Linh ORCID: https://orcid.org/0000-0003-1642-4468 und Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240
(August 2020):
Rule-Based Multi-label Classification: Challenges and Opportunities.
4th International Joint Conference on Rules and Reasoning, Virtual, 29 June - 1 July 2020.
In: Rules and Reasoning,
Bd. 12173
Cham: Springer. S. 3-19
2018
Mencía, Eneldo Loza; Fürnkranz, Johannes; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240
(2018):
Learning Interpretable Rules for Multi-Label Classification.
In: Jair Escalante, Hugo; Escalera, Sergio; Guyon, Isabelle; Baró, Xavier; Güçlütürk, Yağmur; Güçlü, Umut und Gerven, Marcel van (Hrsg.):
Explainable and Interpretable Models in Computer Vision and Machine Learning. The Springer Series on Challenges in Machine Learning, Cham: Springer. S. 81-113
ORCID: https://orcid.org/0000-0002-9944-4108 und Rapp, Michael ORCID: https://orcid.org/0000-0001-8570-8240
(2018):
Learning Interpretable Rules for Multi-Label Classification.
In: Jair Escalante, Hugo; Escalera, Sergio; Guyon, Isabelle; Baró, Xavier; Güçlütürk, Yağmur; Güçlü, Umut und Gerven, Marcel van (Hrsg.):
Explainable and Interpretable Models in Computer Vision and Machine Learning. The Springer Series on Challenges in Machine Learning, Cham: Springer. S. 81-113