| Publication | Date of Publication | Type |
|---|
| Levelwise data disambiguation by cautious superset classification | 2023-07-26 | Paper |
| Algorithm selection on a meta level | 2023-06-27 | Paper |
| Multi-armed bandits with censored consumption of resources | 2023-06-12 | Paper |
| Efficient Time-Stepping for Numerical Integration Using Reinforcement Learning | 2023-05-04 | Paper |
| Choice Functions Generated by Mallows and Plackett–Luce Relations | 2023-02-08 | Paper |
| Learning Tversky Similarity | 2022-12-06 | Paper |
| Feature Reduction in Superset Learning Using Rough Sets and Evidence Theory | 2022-12-06 | Paper |
| Modeling and Learning of Hierarchical Decision Models: The Case of the Choquet Integral | 2022-11-11 | Paper |
| Maximum Likelihood Estimation and Coarse Data | 2022-11-04 | Paper |
| Planning with Independent Task Networks | 2022-11-02 | Paper |
| A Survey of Methods for Automated Algorithm Configuration | 2022-10-18 | Paper |
| How to measure uncertainty in uncertainty sampling for active learning | 2022-04-20 | Paper |
| A flexible class of dependence-aware multi-label loss functions | 2022-04-20 | Paper |
| Multilabel Classification with Partial Abstention: Bayes-Optimal Prediction under Label Independence | 2022-02-07 | Paper |
| On testing transitivity in online preference learning | 2022-01-28 | Paper |
| Learning context-dependent choice functions | 2022-01-20 | Paper |
| Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods | 2021-11-24 | Paper |
| TSK-Streams: learning TSK fuzzy systems for regression on data streams | 2021-11-01 | Paper |
| Instance weighting through data imprecisiation | 2021-10-27 | Paper |
| Rough set-based feature selection for weakly labeled data | 2021-10-27 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4998871 | 2021-07-09 | Paper |
| Efficient set-valued prediction in multi-class classification | 2021-06-30 | Paper |
| A critical analysis of variants of the AUC | 2021-06-28 | Paper |
| Towards analogy-based explanations in machine learning | 2021-03-01 | Paper |
| Rule-based multi-label classification: challenges and opportunities | 2021-02-23 | Paper |
| Multi-target prediction: a unifying view on problems and methods | 2021-01-15 | Paper |
| Generalized transitivity: a systematic comparison of concepts with an application to preferences in the Babington Smith model | 2020-02-27 | Paper |
| ML-plan: automated machine learning via hierarchical planning | 2018-12-07 | Paper |
| On the effectiveness of heuristics for learning nested dichotomies: an empirical analysis | 2018-12-07 | Paper |
| Dyad ranking using Plackett-Luce models based on joint feature representations | 2018-06-14 | Paper |
| Lexicographic preferences for predictive modeling of human decision making: a new machine learning method with an application in accounting | 2018-02-16 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3457230 | 2015-12-11 | Paper |
| Reliable classification: learning classifiers that distinguish aleatoric and epistemic uncertainty | 2015-09-25 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5249577 | 2015-05-06 | Paper |
| Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm | 2015-02-03 | Paper |
| A Survey of Preference-Based Online Learning with Bandit Algorithms | 2015-01-14 | Paper |
| Learning from imprecise and fuzzy observations: data disambiguation through generalized loss minimization | 2014-07-29 | Paper |
| Rejoinder on ``Learning from imprecise and fuzzy observations: data disambiguation through generalized loss minimization | 2014-07-29 | Paper |
| Survival analysis on data streams: analyzing temporal events in dynamically changing environments | 2014-07-28 | Paper |
| Preference-based reinforcement learning: a formal framework and a policy iteration algorithm | 2013-04-02 | Paper |
| Learning monotone nonlinear models using the Choquet integral | 2013-04-02 | Paper |
| Choquistic Regression: Generalizing Logistic Regression using the Choquet Integral | 2013-01-15 | Paper |
| On the VC-Dimension of the Choquet Integral | 2012-11-27 | Paper |
| A formal and empirical analysis of the fuzzy gamma rank correlation coefficient | 2012-10-29 | Paper |
| On label dependence and loss minimization in multi-label classification | 2012-07-31 | Paper |
| An Approach to Modelling and Simulation of Uncertain Dynamical Systems | 2012-02-17 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3062003 | 2011-01-03 | Paper |
| Preference Learning: An Introduction | 2010-12-14 | Paper |
| Preference Learning and Ranking by Pairwise Comparison | 2010-12-14 | Paper |
| Combining instance-based learning and logistic regression for multilabel classification | 2010-10-07 | Paper |
| An Analysis of the FURIA Algorithm for Fuzzy Rule Induction | 2010-03-23 | Paper |
| Machine Learning: ECML 2003 | 2010-02-23 | Paper |
| FUZZY OPERATOR TREES FOR MODELING RATING FUNCTIONS | 2010-01-28 | Paper |
| On predictive accuracy and risk minimization in pairwise label ranking | 2010-01-08 | Paper |
| Is an ordinal class structure useful in classifier learning? | 2009-12-22 | Paper |
| Combining predictions in pairwise classification: an optimal adaptive voting strategy and its relation to weighted voting | 2009-10-15 | Paper |
| Learning valued preference structures for solving classification problems | 2009-08-28 | Paper |
| Learning Preference Models from Data: On the Problem of Label Ranking and Its Variants | 2009-07-27 | Paper |
| Label ranking by learning pairwise preferences | 2009-07-17 | Paper |
| Multilabel classification via calibrated label ranking | 2009-03-31 | Paper |
| Case-based learning in a bipolar possibilistic framework | 2008-11-07 | Paper |
| Comparing probability measures using possibility theory: a notion of relative peakedness | 2007-07-19 | Paper |
| Risk assessment system of natural hazards: a new approach based on fuzzy probability | 2007-05-04 | Paper |
| NUMERICAL METHODS FOR FUZZY INITIAL VALUE PROBLEMS | 2007-03-27 | Paper |
| Case-based approximate reasonning. | 2007-01-18 | Paper |
| Advances in Intelligent Data Analysis VI | 2006-11-01 | Paper |
| Advances in Intelligent Data Analysis VI | 2006-11-01 | Paper |
| Symbolic and Quantitative Approaches to Reasoning with Uncertainty | 2006-06-23 | Paper |
| Possibilistic instance-based learning | 2006-02-07 | Paper |
| FLEXIBILITY AND FUZZY CASE-BASED EVALUATION IN QUERYING: AN ILLUSTRATION IN AN EXPERIMENTAL SETTING | 2005-10-19 | Paper |
| https://portal.mardi4nfdi.de/entity/Q5696613 | 2005-10-18 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4664906 | 2005-04-09 | Paper |
| Flexible constraints for regularization in learning from data | 2005-01-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4448585 | 2004-02-18 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4442775 | 2004-01-20 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4442833 | 2004-01-20 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4406022 | 2003-06-25 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4709197 | 2003-06-20 | Paper |
| On the representation of fuzzy rules in terms of crisp rules | 2003-06-09 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4802589 | 2003-04-21 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4549623 | 2002-10-22 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4329227 | 2002-04-29 | Paper |
| https://portal.mardi4nfdi.de/entity/Q2712275 | 2001-05-06 | Paper |
| Similarity-based inference as evidential reasoning | 2001-05-06 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3835953 | 1999-11-29 | Paper |
| Approximation of uncertain functional relationships | 1999-08-30 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4348917 | 1997-08-09 | Paper |
