Eyke Hüllermeier

According to our database1, Eyke Hüllermeier
  • authored at least 249 papers between 1997 and 2017.
  • has a "Dijkstra number"2 of four.

Timeline

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Bibliography

2017
Rank Correlation.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Preference Learning.
Proceedings of the Encyclopedia of Machine Learning and Data Mining, 2017

Imprecise Matching of Requirements Specifications for Software Services Using Fuzzy Logic.
IEEE Trans. Software Eng., 2017

Lexicographic preferences for predictive modeling of human decision making: A new machine learning method with an application in accounting.
European Journal of Operational Research, 2017

Learning to Rank based on Analogical Reasoning.
CoRR, 2017

Predicting Rankings of Software Verification Competitions.
CoRR, 2017

Research Directions for Principles of Data Management (Dagstuhl Perspectives Workshop 16151).
CoRR, 2017

Maximum Likelihood Estimation and Coarse Data.
Proceedings of the Scalable Uncertainty Management - 11th International Conference, 2017

Predicting rankings of software verification tools.
Proceedings of the 3rd ACM SIGSOFT International Workshop on Software Analytics, 2017

Planning with Independent Task Networks.
Proceedings of the KI 2017: Advances in Artificial Intelligence, 2017

Statistical Inference for Incomplete Ranking Data: The Case of Rank-Dependent Coarsening.
Proceedings of the 34th International Conference on Machine Learning, 2017

Estimating relative depth in single images via rankboost.
Proceedings of the 2017 IEEE International Conference on Multimedia and Expo, 2017

Keynote 4: "Large-scale machine learning and extreme classification".
Proceedings of the 4th International Conference on Control, 2017

2016
CavSimBase: A Database for Large Scale Comparison of Protein Binding Sites.
IEEE Trans. Knowl. Data Eng., 2016

Research Directions for Principles of Data Management (Abridged).
SIGMOD Record, 2016

Special Issue on Discovery Science.
Inf. Sci., 2016

Exploiting HIV-1 protease and reverse transcriptase cross-resistance information for improved drug resistance prediction by means of multi-label classification.
BioData Mining, 2016

Learning to Aggregate Using Uninorms.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

Consistency of Probabilistic Classifier Trees.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

Plackett-Luce Networks for Dyad Ranking.
Proceedings of the Conference "Lernen, 2016

Evaluating Tests in Medical Diagnosis: Combining Machine Learning with Game-Theoretical Concepts.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2016

Extreme F-measure Maximization using Sparse Probability Estimates.
Proceedings of the 33nd International Conference on Machine Learning, 2016

Predicting the Electricity Consumption of Buildings: An Improved CBR Approach.
Proceedings of the Case-Based Reasoning Research and Development, 2016

2015
Fast Fuzzy Pattern Tree Learning for Classification.
IEEE Trans. Fuzzy Systems, 2015

Overlap Indices: Construction of and Application to Interpolative Fuzzy Systems.
IEEE Trans. Fuzzy Systems, 2015

From knowledge-based to data-driven fuzzy modeling - Development, criticism, and alternative directions.
Informatik Spektrum, 2015

Recovery analysis for adaptive learning from non-stationary data streams: Experimental design and case study.
Neurocomputing, 2015

Does machine learning need fuzzy logic?
Fuzzy Sets and Systems, 2015

Editorial.
Fuzzy Sets and Systems, 2015

Preference-Based Meta-Learning using Dyad Ranking: Recommending Algorithms in Cold-Start Situations.
Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015 (ECMLPKDD 2015), 2015

Dyad Ranking Using A Bilinear Plackett-Luce Model.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015

Superset Learning Based on Generalized Loss Minimization.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015

Weighted Rank Correlation: A Flexible Approach Based on Fuzzy Order Relations.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015

Online Rank Elicitation for Plackett-Luce: A Dueling Bandits Approach.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Online F-Measure Optimization.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Qualitative Multi-Armed Bandits: A Quantile-Based Approach.
Proceedings of the 32nd International Conference on Machine Learning, 2015

A CBR Approach to the Angry Birds Game.
Proceedings of the Workshop Proceedings from The Twenty-Third International Conference on Case-Based Reasoning (ICCBR 2015), 2015

Case Base Maintenance in Preference-Based CBR.
Proceedings of the Case-Based Reasoning Research and Development, 2015

2014
Identification of Functionally Related Enzymes by Learning-to-Rank Methods.
IEEE/ACM Trans. Comput. Biology Bioinform., 2014

Extended Graph-Based Models for Enhanced Similarity Search in Cavbase.
IEEE/ACM Trans. Comput. Biology Bioinform., 2014

Open challenges for data stream mining research.
SIGKDD Explorations, 2014

Dependent binary relevance models for multi-label classification.
Pattern Recognition, 2014

Guest Editors' introduction: special issue of the ECML/PKDD 2014 journal track.
Machine Learning, 2014

Preference-based reinforcement learning: evolutionary direct policy search using a preference-based racing algorithm.
Machine Learning, 2014

On the bayes-optimality of F-measure maximizers.
Journal of Machine Learning Research, 2014

Protein Sub-Cellular Localization Prediction for Special compartments via Optimized Time Series Distances.
J. Bioinformatics and Computational Biology, 2014

Reliable classification: Learning classifiers that distinguish aleatoric and epistemic uncertainty.
Inf. Sci., 2014

Correlation-based embedding of pairwise score data.
Neurocomputing, 2014

Rejoinder on "Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization".
Int. J. Approx. Reasoning, 2014

Learning from imprecise and fuzzy observations: Data disambiguation through generalized loss minimization.
Int. J. Approx. Reasoning, 2014

Visualization of evolving fuzzy rule-based systems.
Evolving Systems, 2014

Guest editors' introduction: special issue of the ECML/PKDD 2014 journal track.
Data Min. Knowl. Discov., 2014

Preference Learning (Dagstuhl Seminar 14101).
Dagstuhl Reports, 2014

Identification of functionally related enzymes by learning-to-rank methods.
CoRR, 2014

Ausgewählte Beiträge des GMA-Fachausschusses 5.14 "Computational Intelligence".
Automatisierungstechnik, 2014

Survival analysis on data streams: Analyzing temporal events in dynamically changing environments.
Applied Mathematics and Computer Science, 2014

Dyad Ranking Using a Bilinear Plackett-Luce Model.
Proceedings of the 16th LWA Workshops: KDML, 2014

Preference-Based Rank Elicitation using Statistical Models: The Case of Mallows.
Proceedings of the 31th International Conference on Machine Learning, 2014

Learning Solution Similarity in Preference-Based CBR.
Proceedings of the Case-Based Reasoning Research and Development, 2014

The Choquet kernel for monotone data.
Proceedings of the 22th European Symposium on Artificial Neural Networks, 2014

Mining Rank Data.
Proceedings of the Discovery Science - 17th International Conference, 2014

A Survey of Preference-Based Online Learning with Bandit Algorithms.
Proceedings of the Algorithmic Learning Theory - 25th International Conference, 2014

PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013
Local Clique Merging: An Extension of the Maximum Common Subgraph Measure with Applications in Structural Bioinformatics.
Proceedings of the Algorithms from and for Nature and Life, 2013

Graph-based methods for protein structure comparison.
Wiley Interdisc. Rew.: Data Mining and Knowledge Discovery, 2013

Editorial: Preference learning and ranking.
Machine Learning, 2013

Extended graph-based models for enhanced similarity retrieval in Cavbase.
J. Cheminformatics, 2013

Evolving fuzzy pattern trees for binary classification on data streams.
Inf. Sci., 2013

Learning from Imprecise and Fuzzy Observations: Data Disambiguation through Generalized Loss Minimization
CoRR, 2013

On the Bayes-optimality of F-measure maximizers.
CoRR, 2013

Multilabel classification for exploiting cross-resistance information in HIV-1 drug resistance prediction.
Bioinformatics, 2013

Rectifying Classifier Chains for Multi-Label Classification.
Proceedings of the LWA 2013. Lernen, 2013

Labelwise versus Pairwise Decomposition in Label Ranking.
Proceedings of the LWA 2013. Lernen, 2013

Learning from Imprecise and Fuzzy Data: on the Notion of Data Disambiguation.
Proceedings of the IJCCI 2013, 2013

Preference-Based CBR: General Ideas and Basic Principles.
Proceedings of the IJCAI 2013, 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.
Proceedings of the Joint IFSA World Congress and NAFIPS Annual Meeting, 2013

Optimizing the F-Measure in Multi-Label Classification: Plug-in Rule Approach versus Structured Loss Minimization.
Proceedings of the 30th International Conference on Machine Learning, 2013

Top-k Selection based on Adaptive Sampling of Noisy Preferences.
Proceedings of the 30th International Conference on Machine Learning, 2013

Preference-Based CBR: A Search-Based Problem Solving Framework.
Proceedings of the Case-Based Reasoning Research and Development, 2013

Ordinal Choquistic Regression.
Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology, 2013

Learning to Rank Lexical Substitutions.
Proceedings of the 2013 Conference on Empirical Methods in Natural Language Processing, 2013

Recovery Analysis for Adaptive Learning from Non-stationary Data Streams.
Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013, 2013

Rule Chains for Visualizing Evolving Fuzzy Rule-Based Systems.
Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013, 2013

2012
Fuzzy Rules in Data Mining: From Fuzzy Associations to Gradual Dependencies.
Proceedings of the Combining Experimentation and Theory - A Hommage to Abe Mamdani, 2012

Preference Learning Using the Choquet Integral: The Case of Multipartite Ranking.
IEEE Trans. Fuzzy Systems, 2012

Grouping, Overlap, and Generalized Bientropic Functions for Fuzzy Modeling of Pairwise Comparisons.
IEEE Trans. Fuzzy Systems, 2012

Comparing Fuzzy Partitions: A Generalization of the Rand Index and Related Measures.
IEEE Trans. Fuzzy Systems, 2012

A WEKA Interface for fMRI Data.
Neuroinformatics, 2012

Learning monotone nonlinear models using the Choquet integral.
Machine Learning, 2012

Preference-based reinforcement learning: a formal framework and a policy iteration algorithm.
Machine Learning, 2012

On label dependence and loss minimization in multi-label classification.
Machine Learning, 2012

A formal and empirical analysis of the fuzzy gamma rank correlation coefficient.
Inf. Sci., 2012

IBLStreams: a system for instance-based classification and regression on data streams.
Evolving Systems, 2012

Fuzzy Pattern Trees: Ein alternativer Ansatz zur Fuzzy-Modellierung.
Automatisierungstechnik, 2012

Ausgewählte Beiträge des GMA-Fachausschusses 5.14 "Computational Intelligence".
Automatisierungstechnik, 2012

F-Measure Maximization in Topical Classification.
Proceedings of the Rough Sets and Current Trends in Computing, 2012

Probability Estimation for Multi-class Classification Based on Label Ranking.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2012

Label Ranking with Partial Abstention based on Thresholded Probabilistic Models.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

On the VC-Dimension of the Choquet Integral.
Proceedings of the Advances on Computational Intelligence, 2012

Consistent Multilabel Ranking through Univariate Losses.
Proceedings of the 29th International Conference on Machine Learning, 2012

On the Problem of Error Propagation in Classifier Chains for Multi-label Classification.
Proceedings of the Data Analysis, Machine Learning and Knowledge Discovery, 2012

An Analysis of Chaining in Multi-Label Classification.
Proceedings of the ECAI 2012, 2012

2011
Fuzzy machine learning and data mining.
Wiley Interdisc. Rew.: Data Mining and Knowledge Discovery, 2011

Top-Down Induction of Fuzzy Pattern Trees.
IEEE Trans. Fuzzy Systems, 2011

SEGA: Semiglobal Graph Alignment for Structure-Based Protein Comparison.
IEEE/ACM Trans. Comput. Biology Bioinform., 2011

Superposition and Alignment of Labeled Point Clouds.
IEEE/ACM Trans. Comput. Biology Bioinform., 2011

Label Ranking with Abstention: Predicting Partial Orders by Thresholding Probability Distributions (Extended Abstract)
CoRR, 2011

Fuzzy sets in machine learning and data mining.
Appl. Soft Comput., 2011

Preferences in AI: An overview.
Artif. Intell., 2011

Learning Monotone Nonlinear Models Using the Choquet Integral.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Preference-Based Policy Iteration: Leveraging Preference Learning for Reinforcement Learning.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

An Exact Algorithm for F-Measure Maximization.
Proceedings of the Advances in Neural Information Processing Systems 24: 25th Annual Conference on Neural Information Processing Systems 2011. Proceedings of a meeting held 12-14 December 2011, 2011

Learning Monotone Nonlinear Models using the Choquet Integral.
Proceedings of the Report of the symposium "Lernen, 2011

Evolving Fuzzy Pattern Trees for Binary Classification on Data Streams.
Proceedings of the Report of the symposium "Lernen, 2011

Bipartite Ranking through Minimization of Univariate Loss.
Proceedings of the 28th International Conference on Machine Learning, 2011

Preference-Based CBR: First Steps toward a Methodological Framework.
Proceedings of the Case-Based Reasoning Research and Development, 2011

Choquistic Regression: Generalizing Logistic Regression using the Choquet Integral.
Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology, 2011

On-line Redundancy Elimination in Evolving Fuzzy Regression Models using a Fuzzy Inclusion Measure.
Proceedings of the 7th conference of the European Society for Fuzzy Logic and Technology, 2011

Learning from Label Preferences.
Proceedings of the Discovery Science - 14th International Conference, 2011

Learning from Label Preferences.
Proceedings of the Algorithmic Learning Theory - 22nd International Conference, 2011

2010
An Analysis of the FURIA Algorithm for Fuzzy Rule Induction.
Proceedings of the Advances in Machine Learning I: Dedicated to the Memory of Professor Ryszard S. Michalski, 2010

Preference Learning.
Proceedings of the Encyclopedia of Machine Learning, 2010

Combining predictions in pairwise classification: An optimal adaptive voting strategy and its relation to weighted voting.
Pattern Recognition, 2010

On predictive accuracy and risk minimization in pairwise label ranking.
J. Comput. Syst. Sci., 2010

GARLig: A Fully Automated Tool for Subset Selection of Large Fragment Spaces via a Self-Adaptive Genetic Algorithm.
Journal of Chemical Information and Modeling, 2010

Uncertainty in Clustering and Classification.
Proceedings of the Scalable Uncertainty Management - 4th International Conference, 2010

Regret Analysis for Performance Metrics in Multi-Label Classification: The Case of Hamming and Subset Zero-One Loss.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Predicting Partial Orders: Ranking with Abstention.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Graded Multilabel Classification: The Ordinal Case.
Proceedings of the LWA 2010, 2010

Bayes Optimal Multilabel Classification via Probabilistic Classifier Chains.
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010

Graded Multilabel Classification: The Ordinal Case.
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010

Label Ranking Methods based on the Plackett-Luce Model.
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010

Efficient Similarity Retrieval of Protein Binding Sites based on Histogram Comparison.
Proceedings of the German Conference on Bioinformatics 2010, 2010

Pattern trees for regression and fuzzy systems modeling.
Proceedings of the FUZZ-IEEE 2010, 2010

Similarity measures for protein structures based on fuzzy histogram comparison.
Proceedings of the FUZZ-IEEE 2010, 2010

Preference Learning and Ranking by Pairwise Comparison.
Proceedings of the Preference Learning., 2010

Preference Learning: An Introduction.
Proceedings of the Preference Learning., 2010

2009
Fuzzy Methods in Data Mining.
Proceedings of the Encyclopedia of Data Warehousing and Mining, Second Edition (4 Volumes), 2009

Why Fuzzy Decision Trees are Good Rankers.
IEEE Trans. Fuzzy Systems, 2009

FR3: A Fuzzy Rule Learner for Inducing Reliable Classifiers.
IEEE Trans. Fuzzy Systems, 2009

Combining instance-based learning and logistic regression for multilabel classification.
Machine Learning, 2009

Supporting Case-Based Retrieval by Similarity Skyline.
KI, 2009

Fuzzy Operator Trees for Modeling Rating Functions.
International Journal of Computational Intelligence and Applications, 2009

Prelude to the papers "Fuzzy case based reasoning for facial expression recognition" and "Temporal similarity by measuring possibilistic uncertainty in CBR".
Fuzzy Sets and Systems, 2009

FURIA: an algorithm for unordered fuzzy rule induction.
Data Min. Knowl. Discov., 2009

Evolutionary construction of multiple graph alignments for the structural analysis of biomolecules.
Bioinformatics, 2009

Binary Decomposition Methods for Multipartite Ranking.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Combining Instance-Based Learning and Logistic Regression for Multilabel Classification.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Learning Pattern Tree Classifiers Using a Co-Evolutionary Algorithm.
Proceedings of the LWA 2009: Workshop-Woche: Lernen, 2009

Extension and Empirical Comparison of Graph-Kernels for the Analysis of Protein Active Sites.
Proceedings of the LWA 2009: Workshop-Woche: Lernen, 2009

Combining Instance-Based Learning and Logistic Regression for Multilabel Classification.
Proceedings of the LWA 2009: Workshop-Woche: Lernen, 2009

A New Instance-Based Label Ranking Approach Using the Mallows Model.
Proceedings of the Advances in Neural Networks, 2009

Efficient Construction of Multiple Geometrical Alignments for the Comparison of Protein Binding Sites.
Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009

Similarity Analysis of Protein Binding Sites: A Generalization of the Maximum Common Subgraph Measure Based on Quasi-Clique Detection.
Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009

Decision tree and instance-based learning for label ranking.
Proceedings of the 26th Annual International Conference on Machine Learning, 2009

Graph-Kernels for the Comparative Analysis of Protein Active Sites.
Proceedings of the German Conference on Bioinformatics 2009, 2009

A Fuzzy Variant of the Rand Index for Comparing Clustering Structures.
Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference, 2009

Fuzzy Modeling of Labeled Point Cloud Superposition for the Comparison of Protein Binding Sites.
Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference, 2009

2008
Fuzzy Methods for Data Mining and Machine Learning: State ofthe Art and Prospects.
Proceedings of the Fuzzy Sets and Their Extensions: Representation, Aggregation and Models, 2008

A critical analysis of variants of the AUC.
Machine Learning, 2008

Multilabel classification via calibrated label ranking.
Machine Learning, 2008

Case-based learning in a bipolar possibilistic framework.
Int. J. Intell. Syst., 2008

Is an ordinal class structure useful in classifier learning?
IJDMMM, 2008

Learning valued preference structures for solving classification problems.
Fuzzy Sets and Systems, 2008

Label ranking by learning pairwise preferences.
Artif. Intell., 2008

A Critical Analysis of Variants of the AUC.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

Weighted Voting as Approximate MAP Prediction in Pairwise Classification.
Proceedings of the LWA 2008, 2008

Evolutionary Construction of Multiple Graph Alignments for Mining Structured Biomolecular Data.
Proceedings of the LWA 2008, 2008

Evolutionary Construction of Multiple Graph Alignments for the Structural Analysis of Biomolecules.
Proceedings of the German Conference on Bioinformatics, 2008

Supporting Case-Based Retrieval by Similarity Skylines: Basic Concepts and Extensions.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

Preface: Uncertainty, Similarity, and Knowledge Discovery in CBR.
Proceedings of the ECCBR 2008, 2008

Learning Similarity Functions from Qualitative Feedback.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

Instance-Based Label Ranking using the Mallows Model.
Proceedings of the ECCBR 2008, 2008

2007
In Defense of Fuzzy Association Analysis.
IEEE Trans. Systems, Man, and Cybernetics, Part B, 2007

Credible Case-Based Inference Using Similarity Profiles.
IEEE Trans. Knowl. Data Eng., 2007

Multiple Graph Alignment for the Structural Analysis of Protein Active Sites.
IEEE/ACM Trans. Comput. Biology Bioinform., 2007

A fuzzy-probabilistic earthquake risk assessment system.
Soft Comput., 2007

Special Issue on Soft Computing for Information Mining.
Soft Comput., 2007

Editorial.
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 2007

Comparing probability measures using possibility theory: A notion of relative peakedness.
Int. J. Approx. Reasoning, 2007

Efficient instance-based learning on data streams.
Intell. Data Anal., 2007

Risk assessment system of natural hazards: A new approach based on fuzzy probability.
Fuzzy Sets and Systems, 2007

Interactive Ranking of Skylines Using Machine Learning Techniques.
Proceedings of the LWA 2007: Lernen - Wissen, 2007

An Efficient Algorithm for Instance-Based Learning on Data Streams.
Proceedings of the Advances in Data Mining. Theoretical Aspects and Applications, 2007

Case-Based Multilabel Ranking.
Proceedings of the IJCAI 2007, 2007

Label Ranking in Case-Based Reasoning.
Proceedings of the Case-Based Reasoning Research and Development, 2007

Graph Alignment: Fuzzy Pattern Mining for the Structural Analysis of Protein Active Sites.
Proceedings of the FUZZ-IEEE 2007, 2007

Adaptive Optimization of the Number of Clusters in Fuzzy Clustering.
Proceedings of the FUZZ-IEEE 2007, 2007

Fuzzy-Relational Classification: Combining Pairwise Decomposition Techniques with Fuzzy Preference Modeling.
Proceedings of the New Dimensions in Fuzzy Logic and Related Technologies. Proceedings of the 5th EUSFLAT Conference, 2007

On Pairwise Naive Bayes Classifiers.
Proceedings of the Machine Learning: ECML 2007, 2007

On Minimizing the Position Error in Label Ranking.
Proceedings of the Machine Learning: ECML 2007, 2007

Case-Based Approximate Reasoning
Theory and Decision Library 44, Springer, ISBN: 978-1-4020-5694-9, 2007

2006
Fuzzy methods for case-based recommendation and decision support.
J. Intell. Inf. Syst., 2006

Learning from ambiguously labeled examples.
Intell. Data Anal., 2006

Online clustering of parallel data streams.
Data Knowl. Eng., 2006

A systematic approach to the assessment of fuzzy association rules.
Data Min. Knowl. Discov., 2006

Hierarchical Classification by Expected Utility Maximization.
Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Case-Based Label Ranking.
Proceedings of the Machine Learning: ECML 2006, 2006

A Unified Model for Multilabel Classification and Ranking.
Proceedings of the ECAI 2006, 17th European Conference on Artificial Intelligence, August 29, 2006

2005
Experience-Based Decision Making: A Satisficing Decision Tree Approach.
IEEE Trans. Systems, Man, and Cybernetics, Part A, 2005

Preference Learning.
KI, 2005

Fuzzy methods in machine learning and data mining: Status and prospects.
Fuzzy Sets and Systems, 2005

Special issue on fuzzy sets in knowledge discovery.
Fuzzy Sets and Systems, 2005

Clustering of gene expression data using a local shape-based similarity measure.
Bioinformatics, 2005

On Position Error and Label Ranking through Iterated Choice.
Proceedings of the Lernen, 2005

Cho-k-NN: A Method for Combining Interacting Pieces of Evidence in Case-Based Learning.
Proceedings of the IJCAI-05, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, Edinburgh, Scotland, UK, July 30, 2005

Learning Label Preferences: Ranking Error Versus Position Error.
Proceedings of the Advances in Intelligent Data Analysis VI, 2005

Learning from Ambiguously Labeled Examples.
Proceedings of the Advances in Intelligent Data Analysis VI, 2005

Learning Complexity-Bounded Rule-Based Classifiers by Combining. Association Analysis and Genetic Algorithms.
Proceedings of the Joint 4th Conference of the European Society for Fuzzy Logic and Technology and the 11th Rencontres Francophones sur la Logique Floue et ses Applications, 2005

Improving the interpretability of data-driven evolving fuzzy systems.
Proceedings of the Joint 4th Conference of the European Society for Fuzzy Logic and Technology and the 11th Rencontres Francophones sur la Logique Floue et ses Applications, 2005

A Notion of Comparative Probabilistic Entropy Based on the Possibilistic Specificity Ordering.
Proceedings of the Symbolic and Quantitative Approaches to Reasoning with Uncertainty, 2005

2004
26. Jahrestagung Künstliche Intelligenz (KI-2003).
KI, 2004

Flexible constraints for regularization in learning from data.
Int. J. Intell. Syst., 2004

Efficient similarity search in protein structure databases by k-clique hashing.
Bioinformatics, 2004

Graph Alignments: A New Concept to Detect Conserved Regions in Protein Active Sites.
Proceedings of the German Conference on Bioinformatics (GCB 2004), Bielefeld, 2004

Fuzzy Methods in Knowledge Discovery.
Proceedings of the Computational Intelligence, Theory and Applications, International Conference 8th Fuzzy Days, Dortmund, Germany, Sept. 29, 2004

Ranking by pairwise comparison a note on risk minimization.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004

Instance-Based Prediction with Guaranteed Confidence.
Proceedings of the 16th Eureopean Conference on Artificial Intelligence, 2004

2003
On the representation of fuzzy rules in terms of crisp rules.
Inf. Sci., 2003

Flexibility and Fuzzy Case-Based Evaluation in Querying: An Illustration in an Experimental Setting.
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 2003

Possibilistic instance-based learning.
Artif. Intell., 2003

Instance-Based Learning of Credible Label Sets.
Proceedings of the KI 2003: Advances in Artificial Intelligence, 2003

Inducing Fuzzy Concepts through Extended Version Space Learning.
Proceedings of the Fuzzy Sets and Systems - IFSA 2003, 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, June 30, 2003

A Note on Quality Measures for Fuzzy Asscociation Rules.
Proceedings of the Fuzzy Sets and Systems - IFSA 2003, 10th International Fuzzy Systems Association World Congress, Istanbul, Turkey, June 30, 2003

Regularized Learning with Flexible Constraints.
Proceedings of the Advances in Intelligent Data Analysis V, 2003

Efficient Similarity Search in Protein Structure Databases: Improving Cliqae-Detection through Clique Hashing.
Proceedings of the German Conference on Bioinformatics, 2003

Instance-based collaborative filtering with fuzzy labels.
Proceedings of the 3rd Conference of the European Society for Fuzzy Logic and Technology, 2003

Pairwise Preference Learning and Ranking.
Proceedings of the Machine Learning: ECML 2003, 2003

2002
Model adaptation in possibilistic instance-based reasoning.
IEEE Trans. Fuzzy Systems, 2002

Fuzzy set-based methods in instance-based reasoning.
IEEE Trans. Fuzzy Systems, 2002

Association Rules for Expressing Gradual Dependencies.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 2002

A Fuzzy Approach to Flexible Case-based Querying: Methodology and Experimentation.
Proceedings of the Eights International Conference on Principles and Knowledge Representation and Reasoning (KR-02), 2002

Possibilistic Induction in Decision-Tree Learning.
Proceedings of the Machine Learning: ECML 2002, 2002

On the Representation and Combination of Evidence in Instance-Based Learning.
Proceedings of the 15th Eureopean Conference on Artificial Intelligence, 2002

2001
Similarity-based inference as evidential reasoning.
Int. J. Approx. Reasoning, 2001

Implication-Based Fuzzy Association Rules.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 2001

Fuzzy Association Rules: Semantic Issues and Quality Measures.
Proceedings of the Computational Intelligence, 2001

2000
A Method for Predicting Solutions in Case-Based Problem Solving.
Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

Flexible Control of Case-Based Prediction in the Framework of Possibility Theory.
Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

Similarity-based Inference as Evitential Reasoning.
Proceedings of the ECAI 2000, 2000

Focusing Search by Using Problem Solving Experience.
Proceedings of the ECAI 2000, 2000

Change Detection in Heuristic Search.
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on on Innovative Applications of Artificial Intelligence, July 30, 2000

1999
Numerical Methods for Fuzzy Initial Value Problems.
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 1999

Approximation of uncertain functional relationships.
Fuzzy Sets and Systems, 1999

Toward a Probabilistic Formalization of Case-Based Inference.
Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, 1999

Exploiting Similarity for Supporting Data Analysis and Problem Solving.
Proceedings of the Advances in Intelligent Data Analysis, Third International Symposium, 1999

A Possibilistic Formalization of Case-Based Reasoning and Decision Making.
Proceedings of the Computational Intelligence, 1999

1997
Reasoning about systems based on incomplete and uncertain models.
PhD thesis, 1997

An Approach to Modelling and Simulation of Uncertain Dynamical Systems.
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 1997


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