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Research Output 2007 2019

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Chapter (peer-reviewed)
2015

Valid interpretation of feature relevance for linear data mappings

Frenay, B., Hofmann, D., Schulz, A., Biehl, M. & Hammer, B., 13 Jan 2015, IEEE SSCI 2014 - 2014 IEEE Symposium Series on Computational Intelligence - CIDM 2014: 2014 IEEE Symposium on Computational Intelligence and Data Mining, Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 149-156 8 p. 7008661

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Linear transformations
Linear regression
Linear programming
Learning algorithms
Learning systems
2014

A Comprehensive Introduction to Label Noise: Proceedings of the 2014 European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2014)

Frénay, B. & Kaban, A., 2014, Proceedings of the 2014 European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2014). i6doc.com.publ.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Artificial intelligence
Learning systems
Labels
Neural networks

Automatic Correction of SVM for Drifted Data Classification: Proceedings de la 14 ème conférence Extraction et Gestion des Connaissances (EGC 2014)

Degeest, A., Frénay, B. & Verleysen, M., 2014, Proceedings de la 14 ème conférence Extraction et Gestion des Connaissances (EGC 2014).

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Support vector machines
Learning systems
2013

Mutual Information: an Adequate Tool for Feature Selection: Proceedings of the 22nd edition of the annual Belgian-Dutch Conference on Machine Learning (BENELEARN 2013)

Frénay, B., Doquire, G. & Verleysen, M., 2013, Proceedings of the 22nd edition of the annual Belgian-Dutch Conference on Machine Learning (BENELEARN 2013).

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Risk Estimation and Feature Selection: Proceedings of European Symposium on Artificial Neural Networks (ESANN 2013)

Doquire, G., Frénay, B. & Verleysen, M., 2013, ESANN 2013 proceedings, 21st European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. p. 161-166 6 p.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Feature extraction
Neural networks
Experiments
2012

On the Potential Inadequacy of Mutual Information for Feature Selection: Proceedings of the 20th International Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012)

Frénay, B., Doquire, G. & Verleysen, M., 2012, Proceedings of the 20th International Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2012). i6doc.com

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Artificial intelligence
Learning systems
Feature extraction
Neural networks
2011

Label Noise-Tolerant Hidden Markov Models for Segmentation: Application to ECGs

Frénay, B., de Lannoy, G. & Verleysen, M., 2011, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). PART 1 ed. Vol. 6911 LNAI. p. 455-470 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6911 LNAI, no. PART 1).

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Hidden Markov models
Electrocardiography
Markov Model
Labels
Segmentation
2010

Using SVMs with randomised feature spaces: an extreme learning approach: Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010)

Frénay, B. & Verleysen, M., 2010, Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning, ESANN 2010. p. 315-320 6 p.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Artificial intelligence
Learning systems
Neural networks
Neurons
Classifiers
2009

Clustering fractal urban patterns with curves of scaling behavior: Proceedings of the 49th Congress of the European Regional Science Association "Territorial cohesion of Europe and integrative planning" (ERSA 2009)

Thomas, I., Frankhauser, P., Frénay, B. & Verleysen, M., 2009, Proceedings of the 49th Congress of the European Regional Science Association "Territorial cohesion of Europe and integrative planning" (ERSA 2009).

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Clustering patterns of urban builtup areas with curves of fractal scaling behavior

THOMAS, I., Frankhauser, P., Frenay, B. & Verleysen, M., 2009, Proc. ASRDLF.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Improving the transition modelling in hidden Markov models for ECG segmentation: Proceedings of the 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009)

Frénay, B., de Lannoy, G. & Verleysen, M., 2009, ESANN 2009 Proceedings, 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning. p. 141-146 6 p.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Hidden Markov models
Electrocardiography
Artificial intelligence
Neural networks
Bayesian networks

QL2, a simple reinforcement learning scheme for two-player zero-sum Markov games: Proceedings of the 16th European Symposium on Artificial Neural Networks

Frénay, B. & Saerens, M., 2009, Proceedings of the 16th European Symposium on Artificial Neural Networks. p. 137-142 6 p.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Reinforcement learning
Ashes
Neural networks
Learning algorithms
Learning systems
2008

Emission Modelling for Supervised ECG Segmentation using Finite Differences: Proceedings of the 4th European Conference of the International Federation for Medical and Biological Engineering - MBEC 2008

Frénay, B., de Lannoy, G. & Verleysen, M., 2008, Proceedings of the 4th European Conference of the International Federation for Medical and Biological Engineering - MBEC 2008. Vander Sloten, J., Nyssen, M., Verdonck, P. & Haueisen, J. (eds.). Springer Verlag, Vol. 22. p. 1212-1216 5 p.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Electrocardiography
Hidden Markov models
Wavelet transforms
Derivatives
Bioengineering

Supervised ECG Delineation Using the Wavelet Transform and Hidden Markov Models: Proceedings of the 4th European Conference of the International Federation for Medical and Biological Engineering (MBEC 2008)

de Lannoy, G., Frénay, B., Verleysen, M. & Delbeke, J., 2008, Proceedings of the 4th European Conference of the International Federation for Medical and Biological Engineering (MBEC 2008). Vander Sloten, J., Nyssen, M., Verdonck, P. & Haueisen, J. (eds.). Springer Verlag, Vol. 22. p. 22-25 4 p.

Research output: Contribution in Book/Catalog/Report/Conference proceedingChapter (peer-reviewed)

Hidden Markov models
Electrocardiography
Wavelet transforms
Heuristic methods
Drug products