Machine learning and artificial intelligence

Journal Articles

1. Doquire, Gauthier; de Lannoy, Gaël; François, Damien; Verleysen, Michel. Feature selection for supervised inter-patient heart beat classification. In: Computational Intelligence and Neuroscience, Vol. 2011, no. 643816, p. 1-9 (2011). doi:10.1155/2011/643816. http://hdl.handle.net/2078.1/82235

2. Focant, Isabelle; Hernandez-Lobato, Daniel; Ducreux, Julie; Durez, Patrick; Nzeusseu Toukap, Adrien; Elewaut, Dirk; Houssiau, Frédéric; Dupont, Pierre; Lauwerys, Bernard. Feasibility of a molecular diagnosis of arthritis based on the identification of specific transcriptomic profiles in knee Synovial biopsies.. In: Arthritis & Rheumatism, Vol. 63, no. 10, p. Sppl. S751 (2011). http://hdl.handle.net/2078.1/109775

3. Zampelli, Stephane; Deville, Yves; Solnon, Christine. Solving subgraph isomorphism problems with constraint programming. In: Constraints : an international journal, (2010). http://hdl.handle.net/2078.1/33811

4. Faust, Karoline; Dupont, Pierre; Callut, Jerome; van Helden, Jacques. Pathway discovery in metabolic networks by subgraph extraction. In: Bioinformatics, Vol. 26, no. 9, p. 1211-1218 (2010). doi:10.1093/bioinformatics/btq105. http://hdl.handle.net/2078.1/33919

5. Journée, Michel; Bach, F.; Absil, Pierre-Antoine; Sepulchre, Rodolphe. Low-rank Optimization On the Cone of Positive Semidefinite Matrices. In: SIAM Journal on Optimization, Vol. 20, no. 5, p. 2327-2351 (2010). doi:10.1137/080731359. http://hdl.handle.net/2078.1/33576

6. Brohée, Sylvain; Faust, Karoline; Lima-Mendez, Gipsi; Sand, Olivier; Janky, Rekin's; Vanderstocken, Gilles; Deville, Yves; van Helden, Jacques. NeAT: a toolbox for the analysis of biological networks, clusters, classes and pathways.. In: Nucleic acids research, Vol. 36, no. Web Server issue, p. W444-51 (2008). doi:10.1093/nar/gkn336. http://hdl.handle.net/2078.1/12642

7. Dupont, Pierre; Lambeau, Bernard; Damas, Christophe; Van Lamsweerde, Axel. The QSM algorithm and its application to software behavior model induction. In: Applied Artificial Intelligence : an international journal, Vol. 22, no. 1-2, p. 77-115 (2008). doi:10.1080/08839510701853200. http://hdl.handle.net/2078.1/36781

8. Teschendorff, Andrew E.; Journée, Michel; Absil, Pierre-Antoine; Sepulchre, Rodolphe; Caldas, Carlos. Elucidating the Altered Transcriptional Programs in Breast Cancer using Independent Component Analysis. In: PLoS Computational Biology, Vol. 3, no. 8, p. e161 (2007). doi:10.1371/journal.pcbi.0030161. http://hdl.handle.net/2078.1/104406

9. Dualibe, Carlos; Jespers, Paul; Verleysen, Michel. Designing Mixed-signal programmable fuzzy logic controllers as embedded subsystems in standard CMOS technologies. In: Journal of Integrated Circuits and Systems, Vol. 1, no. 1, p. 14-22 (March 2004). http://hdl.handle.net/2078.1/92389

10. Kermorvant, Christian; de la Higuera, Colin; Dupont, Pierre. Learning typed automata from automatically labeled data. In: Journal electonique d'intelligence artificielle, Vol. 6, no. 45 (2004). http://hdl.handle.net/2078.1/109547

11. Lendasse, Amaury; Lee, John; de Bodt, Eric; Wertz, Vincent; Verleysen, Michel. Dimension reduction of technical indicators for the prediction of financial time series - Application to the BEL20 Market Index. In: European Journal of Economic and Social Systems, Vol. 15, no. 2, p. 31-48 (2001). doi:10.1051/ejess:2001114. http://hdl.handle.net/2078.1/92456

12. Boë, Louis-Jean; Bimbot, Frédéric; Bonastre, Jean-François; Dupont, Pierre. Des évaluations des systèmes de vérification du locuteur à la mise en cause des expertises vocales en identification juridique. In: Cahiers d'Etudes et de Recherches Francophones. Langues, Vol. 2, no. 4, p. 270--288 (1999). http://hdl.handle.net/2078.1/109019

13. Dupont, Pierre; Miclet, Laurent. Inférence grammaticale régulière : fondements théoriques et principaux algorithmes. In: Institut National de Recherche en Informatique et en Automatique. Rapports de Recherche, , no. 3449, p. 1-83 (1998). http://hdl.handle.net/2078.1/109027

14. Dupont, Pierre; Thayse, André. Montague's Semantics and Boolean Semantics for Natural Language Representation. In: Philips Journal of Research, Vol. 45, no. 1, p. 41-66 (1990). http://hdl.handle.net/2078.1/108981

Conference Papers

1. Lombard, Catherine; André, Floriane; Wanty, Catherine; Paul, Jérôme; Dupont, Pierre; Sokal, Etienne; Smets, Françoise. Differences in the cytokine profiles of cord blood mononuclear cells from allergic and non-allergie infants. ESPGHAN 2012 (München Bryggeriet (Munchen Brewery) in Stockholm, du 27/04/2012 au 28/04/2012). http://hdl.handle.net/2078.1/109780

2. Guerrero-Mosquera, Carlos; Verleysen, Michel; Navia Vazquez, Angel. Dimensionality Reduction of EEG for Classification using Mutual Information and SVM. IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2011) (Beijing (China), du 18/09/2011 au 21/09/2011). http://hdl.handle.net/2078.1/90793

3. Hazan, Aurélien; Verleysen, Michel; Cottrell, Marie; Lacaille, Jérôme. Bayesian inference for outtier detection in vibration spectre with small learning dataset. Surveillance 6 (Compiègne (France), du 25/10/2011 au 26/10/2011). http://hdl.handle.net/2078.1/90781

4. Doquire, Gauthier; Verleysen, Michel. An hybrid approach to feature selection for mixed categorical and continuous data. International Conference on Knowledge Discovery and Information Retrieval (KDIR 2011) (Paris (France), du 26/10/2011 au 29/10/2011). http://hdl.handle.net/2078.1/90765

5. Verleysen, Michel. Machine learning for high-dimensional data: the curse of dimensionality, feature selection and manifold learning. Computational Intelligence in Healthcare summer school (CIHC 2010) (Eindhoven (The Netherlands), du 20/09/2011 au 24/09/2011). In: Proceedings of the Computational Intelligence in Healthcare summer school (CIHC 2010), 2011. http://hdl.handle.net/2078.1/91213

6. Massen, Florence; Deville, Yves; Van Hentenryck, Pascal. A relaxation-guided approach for vehicle routing problems with black box feasibility. Eigth International Workshop on Local Search Techniques in Constraint Satisfaction (LSCS2011). A Satellite Workshop of CP 2011 (Italy, du 12/09/2011 au 12/09/2011). http://hdl.handle.net/2078.1/87185

7. Mouthuy, Sébastien; Deville, Yves; Van Hentenryck, Pascal. A multi-stage very large-scale neighborhood search for the vehicle routing problem with soft time-windows. 9th Metaheuristics International Conference (MIC 2011) (Udine, Italy, July 2011. du 25/07/2011 au 28/07/2011). http://hdl.handle.net/2078.1/87159

8. Deville, Yves; Van Hentenryck, Pascal; Mairy, Jean-Baptiste. Domaine consistance et valeurs interdites. Journées Francophones de Programmation par Contraintes (JFPC 2011) (Lyon France, June 8-10, 2011. du 08/06/2010 au 10/06/2010). http://hdl.handle.net/2078.1/87151

9. HO, Trong Viet; Deville, Yves; Bonaventure, Olivier; François, Pierre. Traffic engineering for multiple spanning tree protocol in large data centers. 23rd International Teletraffic Congress (ITC 2011) (San Francisco, USA, du 06/09/2011 au 09/09/2011). http://hdl.handle.net/2078.1/87167

10. Zakharov, Roman; Dupont, Pierre. Ensemble logistic regression for feature selection. 6th IAPR International Conference on Pattern Recognition in Bioinformatics (Delft, The Netherlands, du 02/11/2011 au 04/11/2011). In: Lecture Notes in Bioinformatics. no. 7036, p. 133-144 (2011). Springer: (Germany) Heidelberg, 2011. http://hdl.handle.net/2078.1/87509

11. Boumal, Nicolas; Absil, Pierre-Antoine. RTRMC: A Riemannian trust-region method for low-rank matrix completion. Twenty-Fifth Annual Conference on Neural Information Processing Systems (NIPS 2011) (Grenade, Espagne, du 12/12/2011 au 17/12/2011). In: Advances in Neural Information Processing Systems 24, 2011, 406-414. http://hdl.handle.net/2078.1/87419

12. de Lannoy, Gaël; François, Damien; Delbeke, Jean; Verleysen, Michel. Feature relevance assessment in automatic inter-patient heart beat classification. 3rd International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS 2010) (Valencia (Spain), du 20/01/2010 au 23/01/2010). In: Proceedings of the 3rd International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS 2010), 2010, p. 13-20. http://hdl.handle.net/2078.1/90890

13. Miché, Yoan; Eirola, Emile; Bas, Patrick; Simula, Olli; Jutten, Christian; Lendasse, Amaury; Verleysen, Michel. Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs. 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010) (Bruges (Belgium), du 28/04/2010 au 30/04/2010). In: Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010), 2010, 2-930307-10-2, p. 19-24. http://hdl.handle.net/2078.1/90852

14. Lee, John; Verleysen, Michel. Unsupervised Dimensionality Reduction: Overview and Recent Advances. International Joint Conference on Neural Networks (IJCNN 2010) (Barcelona (Spain), du 18/07/2010 au 23/07/2010). In: Proceedings of the International Joint Conference on Neural Networks (IJCNN 2010), IEEE, 2010, p. 4163-4170. http://hdl.handle.net/2078.1/90836

15. Lee, John; Verleysen, Michel. On the Role and Impact of the Metaparameters in t-distributed Stochastic Neighbor Embedding. 19th International Conference on Computational Statistics (COMPSTAT 2010) (Paris (France), du 22/08/2010 au 27/08/2010). In: Proceedings of the 19th International Conference on Computational Statistics (COMPSTAT 2010), 2010. http://hdl.handle.net/2078.1/90826

16. Guerrero-Mosquera, Carlos; Verleysen, Michel; Navia Vazquez, Angel. EEG Feature Selection Using Mutual Information and Support Vector Machine: A Comparative Analysis. 32nd Annual International IEEE EMBC Conference (EMBC 2010) (Buenos Aires (Argentina), du 31/08/2010 au 04/09/2010). In: Proceedings of the 32nd Annual International IEEE EMBC Conference (EMBC 2010), 2010, p. 4946-4949. http://hdl.handle.net/2078.1/90821

17. Côme, Etienne; Cottrell, Marie; Verleysen, Michel; Lacaille, Jérôme. Self Organizing Star (SOS) for health monitoring. 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010) (Bruges (Belgium), du 28/04/2010 au 30/04/2010). In: Proceedings of the 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010), 2010, p. 99-104. http://hdl.handle.net/2078.1/90842

18. Hazan, Aurélien; Verleysen, Michel; Cottrell, Marie; Lacaille, Jérôme. Linear smoothing of FRF for aicraft engine vibration monitoring. International Conference on Noise and vibration Engineering (ISMA 2010) (Leuven (Belgium), du 20/09/2010 au 22/09/2010). In: Proceedings of the International Conference on Noise and vibration Engineering (ISMA 2010), 2010, p. 2857-2868. http://hdl.handle.net/2078.1/90809

19. Hazan, Aurélien; Verleysen, Michel; Cottrell, Marie; Lacaille, Jérôme. Trajectory Clustering for Vibration Detection in Aircraft Engines. Industrial Conference on Data Mining (ICDM 2010) (Berlin (Germany), du 12/07/2010 au 14/07/2010). In: Lecture Notes in Computer Science. no. 6171, p. 362-375. Springer: (Germany) Heidelberg, 2010. http://hdl.handle.net/2078.1/90536

20. Coelho, Frederico; Braga, Antonio Padua; Verleysen, Michel. Multi-Objective Semi-supervised Feature Selection and Model Selection based on Pearson's Correlation Coefficient. 15th Iberoamerican Congress on Pattern Recognition (CIARP 2010) (Sao Paulo (Brazil), du 08/11/2010 au 11/11/2010). In: Lecture Notes in Computer Science. no. 6419, p. 509-516. Springer: (Germany) Heidelberg, 2010. http://hdl.handle.net/2078.1/90531

21. Verleysen, Michel. Machine learning for high-dimensional data. Artificial Intelligence and Applications (AIA 2010) (Innsbruck (Austria), du 15/02/2010 au 17/02/2010). In: Proceedings of Artificial Intelligence and Applications (AIA 2010), 2010. http://hdl.handle.net/2078.1/91220

22. Verleysen, Michel; Lee, John. Nonlinear dimensionality reduction. 11th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2010) (Paisley (Scotland, UK), du 01/09/2010 au 03/09/2010). In: Proceedings of the 11th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2010), 2010. http://hdl.handle.net/2078.1/91219

23. Pham, Quang Dung; Deville, Yves; Van Hentenryck, Pascal. Constraint-based Local Search for Constrained Optimum Paths Problems. Integration of AI and OR Techniques in Constraint Programming for Cominatorial Optimization Problems. 7th International Conference, CPAIOR 2010 (Bologna, Italy, 14-18 June 2010). In: Integration of AI and OR Techniques in Constraint Programming for Cominatorial Optimization Problems. 7th International Conference, CPAIOR 2010, Springer, 2010, 978-3-642-13519-4, p. 234-248. http://hdl.handle.net/2078.1/67392

24. Dupuis, Julien; Schaus, Pierre; Deville, Yves. Consistency Check for the Bin Packing Constraint Revisited. Integration of AI and OR Techniques in Constraint Programming for Cominatorial Optimization Problems. 7th International Conference, CPAIOR 2010 (Bologna, Italy, 14-18 June 2010). In: Integration of AI and OR Techniques in Constraint Programming for Cominatorial Optimization Problems. 7th International Conference, CPAIOR 2010, Springer, 2010, 978-3-642-13519-4, p. 117-122. doi:10.1007/978-3-642-13520-0_15. http://hdl.handle.net/2078.1/67393

25. Hernandez-Lobato, Daniel; Hernández-Lobato, José Miguel; Helleputte, Thibault; Dupont, Pierre. Expectation Propagation for Bayesian Multi-task Feature Selection. Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2010 (Barcelona, Spain, du 20/09/2010 au 24/09/2010). In: Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2010 (Lecture notes in artificial intellgience; 6321), Springer: (Germany) Heidelberg, 2010, 978-3-642-15879-7, 522-537. http://hdl.handle.net/2078.1/67341

26. Dupuis, Julien; Schaus, Pierre; Deville, Yves. Vérification de consistence pour la constrainte de bin packing. Sixièmes journées Francophones de programmation par contraintes (JFPC 2010) (Caen, France, du 09/06/2010 au 11/06/2010). http://hdl.handle.net/2078.1/86173

27. Pham, Quang Dung; Deville, Yves; Do, Phan-Thuan; Ho, Tuong Vinh. Constraint-based local search for solving non-simple paths problems on graphs: application to the routing for network covering problem. Proceedings of the 2010 Symposium on Information and Communication Technology (Hanoi, Viet nam, du 27/08/2010 au 28/08/2010). In: Proceedings of the 2010 Symposium on Information and Communication Technology, 2010, 978-1-4503-0105-3, p. 1-8. http://hdl.handle.net/2078.1/87134

28. Deville, Yves; Van Hentenryck, Pascal. Domain consistency with forbidden values. 16th International Conference on Principles and Practice of Constraint Programming (CP 2010) (St Andrew, du 6/9/2010 au 10/9/2010). http://hdl.handle.net/2078.1/87138

29. Schaus, Pierre; Van Hentenryck, Pascal; Monette, Jean-Noël; Coffrin, Carleton; Michel, Laurent; Deville, Yves. Solving steel mill slab problems with constraint-based techniques: CP, LNS, and CBLS. n/a (n/a, du 12/09/2011 au 12/09/2011). In: Constraints : an international journal. Vol. 16, no. 2, p. 125-147 (2011). Springer New York LLC: (United States) New York, 2010. http://hdl.handle.net/2078.1/87149

30. Mairy, Jean-Baptiste; Schaus, Pierre; Deville, Yves. Generic adaptive heuristics for large neighborhood search. International conference on principles and practice of constraint programming (St Andrews, Scotland, du 06/09/2010 au 10/09/2010). http://hdl.handle.net/2078.1/87135

31. Walkinshaw, Neil; Bogdanov, Kirill; Damas, Christophe; Lambeau, Bernard; Dupont, Pierre. A framework for the competitive evaluation of model inference techniques. 1st International workshop on Model Inference In Testing (Trento, Italy, du 12/07/2010 au 17/07/2010). In: Proceedings of the First International Workshop on Model Inference In Testing, ACM: New York, USA, 2010, 978-1-4503-0147-3, p. 1-9. http://hdl.handle.net/2078.1/87504

32. Frénay, Benoît; de Lannoy, Gaël; Verleysen, Michel. Improving the transition modelling in hidden Markov models for ECG segmentation. 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009) (Bruges (Belgium), du 22/04/2009 au 24/04/2009). In: Proceedings of the 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009), 2009, 2-930307-09-9, p. 141-146. http://hdl.handle.net/2078.1/90923

33. De Decker, Arnaud; Lee, John; Verleysen, Michel. Patch-Based Bilateral and Local M-Smoother for Image Denoising. 17th European Symposium on Artifician Neural Networks - Advances in Computational Intellignece and Learning (ESANN'09) (Bruges (Belgium), du 22/04/2009 au 24/04/2007). In: Proceedings of the 17th European Symposium on Artifician Neural Networks - Advances in Computational Intellignece and Learning (ESANN 2009), 2009, 2-930307-09-9, p. 95-100. http://hdl.handle.net/2078.1/90944

34. Thomas, Isabelle; Frankhauser, Pierre; Frénay, Benoît; Verleysen, Michel. Clustering fractal urban patterns with curves of scaling behavior. 49th Congress of the European Regional Science Association "Territorial cohesion of Europe and integrative planning" (ERSA 2009) (Lodz (Poland), du 25/08/2009 au 29/08/2009). In: Proceedings of the 49th Congress of the European Regional Science Association "Territorial cohesion of Europe and integrative planning" (ERSA 2009), 2009. http://hdl.handle.net/2078.1/90905

35. Lee, John A.; De Decker, Arnaud; Verleysen, Michel. Adaptive anisotropic denoising: a bootstrapped procedure. 17th European Symposium on Artificail Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009) (Bruges (Belgium), du 22/04/2009 au 24/04/2009). In: Proceedings of the 17th European Symposium on Artificail Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009), 2009, 2-930307-09-9, p. 101-106. http://hdl.handle.net/2078.1/90940

36. Krier, Catherine; François, Damien; Rossi, Fabrice; Verleysen, Michel. Supervised Variable Clustering for Classification of NIR Spectra. 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009) (Bruges (Belgium), du 22/04/2009 au 24/04/2009). In: Proceedings of the 17th European Symposium on Artificial Neural Networks - Advances in Computational Intelligence and Learning (ESANN 2009), 2009, 2-930307-09-9, p. 263-268. http://hdl.handle.net/2078.1/90917

37. De Decker, Arnaud; Lee, John; Verleysen, Michel. Variance Stabilizing Transformations in Patch-Based Bilateral Filters for Poisson Noise Image Denoising. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2009) (Minneapolis (Minnesotta/USA), du 02/09/2009 au 06/09/2009). In: Proceedings of EMBC 2009, International Conference of the IEEE Engineering in Medicine and Biology Society, 2009, p. 3673-3676. http://hdl.handle.net/2078.1/90902

38. Azan, Aurélien; Verleysen, Michel; Cottrell, Marie. Random model of vibrations for Foreign Object Damage detection in a civil aircraft engine. Machine Learning for Aerospace International Workshop (MLA 2009) (Marseille (France), du 03/07/2009 au 04/07/2009). In: Proceedings of MLA 2009, Machine Learning for Aerospace International Workshop, 2009, p. 149-152. http://hdl.handle.net/2078.1/90915

39. de Lannoy, Gaël; Costecalde, Thomas; Marin, Jorge; Verleysen, Michel; Delbeke, Jean. Elimination of electrocardiogram contamination from vagus nerve recordings using ICA. 14th Annual International FES Society Conference (IFESS 2009) (Seoul (Corea), du 13/09/2009 au 17/09/2009). In: Proceedings of the 14th Annual International FES Society Conference (IFESS 2009), 2009, p. 109-111. http://hdl.handle.net/2078.1/90892

40. Verleysen, Michel; Lee, John. Nonlinear dimensionality reduction and visualization. SFC (Société Française de Classification) 2009 (Grenoble (France), du 02/09/2009 au 04/09/2009). http://hdl.handle.net/2078.1/91221

41. Verleysen, Michel. A tribute to Jeanny Hérault. Machine Learning for Signal Processing (MLSP 2009) (Grenoble (France), du 02/09/2009 au 04/09/2009). http://hdl.handle.net/2078.1/91224

42. Verleysen, Michel. Feature selection. Soft Computing and Statistics, COST Action IC0702 summer course 2009 (Lisbon (Portugal), du 17/07/2009 au 21/07/2009). http://hdl.handle.net/2078.1/91227

43. Verleysen, Michel. Feature selection. Soft Computing and Statistics, COST Action IC0702 summer course 2009 (Lisbon (Portugal), du 17/07/2009 au 20/07/2009). http://hdl.handle.net/2078.1/91226

44. Verleysen, Michel; Lee, John. Nonlinear dimensionality reduction. UCL Large Graphs group seminar (Louvain-la-Neuve (Belgium), 05/06/2009). http://hdl.handle.net/2078.1/91229

45. Verleysen, Michel; Lee, John. How to assess the quality of nonlinear dimensionality reduction techniques?. Dagstuhl seminar "Similarity-based learning on structures" (Dagstuhl (Germany), du 15/02/2009 au 20/02/2009). http://hdl.handle.net/2078.1/91232

46. le Clément de Saint Marcq, Vianney; Deville, Yves; Solnon, Christine. Constraint-based graph matching. Principles and Practice of Constraint Programming. 15th International Conference, CP 2009 (Lisbon, Portugal, 20-24 September 2009). In: Principles and Practice of Constraint Programming. 15th International Conference, CP 2009, Springer-verlag, 2009, 978-3-642-04243-0, p. 274-288. http://hdl.handle.net/2078.1/67478

47. Lambeau, Bernard; Damas, Christophe; Dupont, Pierre. State-merging DFA induction algorithms with mandatory merge constraints. Grammatical Inference: Algorithms and Applications. 9th International Colloquim, ICGI 2008 (Saint-Malo, France, du 22/09/2008 au 24/09/2008). In: Grammatical Inference: Algorithms and Applications. 9th International Colloquim, ICGI 2008 (Lecture notes in artificial intelligence; 5278), Springer-verlaq, 2009, 978-3-540-88008-0, p. 139-153. http://hdl.handle.net/2078.1/67523

48. Monette, Jean-Noël; Deville, Yves; Van Hentenryck, Pascal. Aeon: Synthesizing Scheduling Algorithms from High-Level Models. INFORMS computing society conference (Charleston, South Carolina, du 11/01/2009 au 13/01/2011). http://hdl.handle.net/2078.1/86155

49. Monette, Jean-Noël; Deville, Yves; Van Hentenryck, Pascal. Just-In-Time Scheduling with Constraint Programming. International conference on automated planning and scheduling (ICAPS) (Tessaloniki, Greece, 2009). http://hdl.handle.net/2078.1/86160

50. Abeel, Thomas; Helleputte, Thibault; Van de Peer, Yves; Dupont, Pierre; Saeys, Yvan. Robust biomarker identification for cancer diagnosis using ensemble feature selection methods. Third International Workshop on Machine Learning in Systems Biology (MLSB) (Ljubljana, Slovenia, du 05/09/2009 au 06/09/2009). http://hdl.handle.net/2078.1/87502

51. Helleputte, Thibault; Dupont, Pierre. Partially supervised feature selection with regularized linear models. ICML '09 : 26th Annual International Conference on Machine Learning (Montréal, Canada, du 14/06/2009 au 18/06/2009). In: ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning, ACM: Montreal,Canada, 2009, 978-1-60558-516-1, p. 409-416. http://hdl.handle.net/2078.1/87501

52. Theis, Fabian J.; Cason, Thomas; Absil, Pierre-Antoine. Soft dimension reduction for ICA by joint diagonalization on the Stiefel manifold. 8th International Conference, ICA 2009 (Paraty, Brazil, du 15/03/2009 au 18/03/2009). In: Independent Component Analysis and Signal Separation (Lecture Notes in Computer Science; 5441), Springer-Verlag: Berlin Heidelberg, 2009, 978-3-642-00598-5, p. 354-361. doi:10.1007/978-3-642-00599-2_45. http://hdl.handle.net/2078.1/104413

53. Sainlez, Matthieu; Absil, Pierre-Antoine; Teschendorff, A.E.. Gene expression data analysis using spatiotemporal blind source separation. 17th European Symposium on Artificial Neural Networks (ESANN) (Bruges, Belgium, 2009). In: ESANN 2009 proceedings, 2009, 2-930307-09-9, p. 159-164. http://hdl.handle.net/2078.1/104412

54. Pham, Quang Dung; Deville, Yves; Van Hentenryck, Pascal. LS(Graph) : a local search framework for constraint optimization on graphs and trees. The 2009 ACM Symposium on Applied Computing (Honolulu, HI, USA, du 08/03/2008 au 12/03/2008). http://hdl.handle.net/2078.1/85633

55. Eirola, Emil; Liitiäinen, Elia; Lendasse, Amaury; Corona, F.; Verleysen, Michel. Using the Delta Test for Variable Selection. 16th European Symposium on Artificial Neural Networks (ESANN 2008) (Bruges (Belgium), du 23/04/2008 au 25/04/2008). In: Proceedings of the 16th European Symposium on Artificial Neural Networks (ESANN 2008), 2008, 2-930307-08-0, p. 25-30. http://hdl.handle.net/2078.1/90973

56. Verleysen, Michel; François, Damien. Parameter-free feature selection with mutual information. First workshop of the ERCIM Working Group on Computing and Statistics (Neuchâtel/Suisse, du 19/06/2008 au 21/06/2008). In: Proceedings of the first workshop of the ERCIM Working Group on Computing and Statistics, 2008, p. 13. http://hdl.handle.net/2078.1/90972

57. Garcia-Laencina, Pedro; Sancho-Gomez, José-Luis; Figueiras-Vidal, Anibal R.; Verleysen, Michel. K-nearest neighbours based on mutual information for incomplete data classification. 16th European Symposium on Artificial Neural Networks (ESANN 2008) (Bruges (Belgium), du 23/05/2008 au 25/04/2008). In: Proceedings of the 16th European Symposium on Artificial Neural Networks (ESANN 2008), 2008, 2-930307-08-0, p. 25-30. http://hdl.handle.net/2078.1/90979

58. Lee, John; Verleysen, Michel. Rank-based quality assessment of nonlinear dimensionality reduction. 16th European Symposium on Artificial Neural Networks (ESANN 2008) (Bruges (Belgium), du 23/04/2008 au 25/04/2008). In: Proceedings of the 16th European Symposium on Artificial Neural Networks (ESANN 2008), 2008, 2-930307-08-0, p. 49-54. http://hdl.handle.net/2078.1/90989

59. Verleysen, Michel. Feature selection with low-dimensional mutual information. 8th International Conference on Operations Research (OrHavana 2008) (Havana (Cuba), du 25/02/2008 au 29/02/2008). In: Proceedings of the 8th International Conference on Operations Research (OrHavana 2008), 2008. http://hdl.handle.net/2078.1/90991

60. François, Damien; Krier, Catherine; Rossi, Fabrice; Verleysen, Michel. Estimation de redondance pour le clustering de variables spectrales. 10th European Symposium on Statistical Methods for the Food Industry (AGROSTAT 2008) (Louvain-la-Neuve (Belgium), du 23/01/2008 au 25/01/2008). In: Proceedings of the 10th European Symposium on Statistical Methods for the Food Industry (AGROSTAT 2008), 2008, p. 55-61. http://hdl.handle.net/2078.1/91015

61. Lee, John; Verleysen, Michel. Quality Assessment of nonlinear dimensionality reduction based on K-ary neighborhood. FSDM 2008, New Challenges for feature selection in data mining and knowledge discovery (Antwerp (Belgium), 15/09/2008). In: Journal of Machine Learning Research: Workshop and Conference proceedings. Vol. 4, p. 21-35 (2008). Yvan Saeys, Huan Liu, Iñaki Inza, Louis Wehenkel and Yves Van de Peer eds. http://hdl.handle.net/2078.1/90711

62. de Lannoy, Gaël; Marin, Jorge; Verleysen, Michel; Delbeke, Jean. Filtering Heart Related Activity from Vagus Nerve Recordings in Rats. Proceedings of the 13th Annual International FES Society Conference (IFESS 2008) (Freiburg (Germany), du 21/09/2008 au 25/09/2008). In: Biomedical Technology. Vol. 53, no. supp.1, p. 16-18 (2008). http://hdl.handle.net/2078.1/90547

63. Verleysen, Michel. High-dimensional Data Analysis and Feature Selection. EVIC (Latin-American Summer School on Computational Intelligence) (Santiago (Chile), du 15/12/2008 au 17/12/2008). http://hdl.handle.net/2078.1/91236

64. Verleysen, Michel. Nonlinear projection. EVIC (Latin-American Summer School on Computational Intelligence) 2008 (Santiago (Chile), du 15/12/2008 au 17/12/2008). http://hdl.handle.net/2078.1/91240

65. Mouthuy, Sébastien; Deville, Yves; Van Hentenryck,, Pascal. Toward a Generic Comet Implementation of Very Large-Scale Neighborhoods. 22nd national conference of the Belgian Operations Research Society (Brussels, Belgium, du 16/01/2008 au 18/01/2008). http://hdl.handle.net/2078.1/85171

66. Schaus, Pierre; Deville, Yves. Global Constraints for the Mean Absolute Deviation and the Variance: Application to the Vertical Line Balancing. 22nd national conference of the Belgian Operations Research Society (Brussels, Belgium, du 16/01/2008 au 18/01/2008). http://hdl.handle.net/2078.1/85165

67. Callut, Jérome; Dupont, Pierre; Saerens, Marco; Françoisse, Kevin. Classification in Graphs using Discriminative Random Walks; Semi-supervised learning, large graphs, betweenness measure, passage times. 6th International Workshop on Mining and Learning with Graphs (MLG) (Helsinki, Finland, du 04/07/2008 au 05/07/2008). http://hdl.handle.net/2078/17748

68. Callut, Jérome; Dupont, Pierre; Saerens, Marco; Françoisse, Kevin. Semi-supervised Classification in Graphs using Bounded Random Walks. 17th Annual Machine Learning Conference of Belgium and the Netherlands (Benelearn) (Liège, Belgium, du 18/05/2008 au 20/05/2008). http://hdl.handle.net/2078/17749

69. Schaus, Pierre; Deville, Yves. Hybridization of CP and VLNS for Eternity II. JFPC'08 Quatrième Journées Francophones de Programmation par Contraintes (Nantes, France, du 04/06/2008 au 06/06/2008). http://hdl.handle.net/2078.1/85275

70. Schaus, Pierre; Deville, Yves. A Global Constraint for Bin-Packing with Precedences: Application to the Assembly Line Balancing Problem. AAAI-08, Twenty-Third AAAI Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence (Chicago, USA, du 13/07/2008 au 13/07/2008). http://hdl.handle.net/2078.1/85268

71. Faust, Karoline; Callut, Jérôme; Dupont, Pierre; van Helden, Jacques. Inference of pathways from metabolic networks by subgraph extraction. Second International Workshop on Machine Learning in Systems Biology (MLSB) (Brussel, Belgium, du 13/09/2008 au 14/09/2008). http://hdl.handle.net/2078.1/87497

72. Schaus, Pierre; Deville, Yves. Hybridation de la programmation par contraintes et d'un voisinage à très grande taille pour Eternity II. Journées Francophones de Programmation par Contraintes (JFPC'08) (Nantes, France, du 04/06/2008 au 06/06/2008). http://hdl.handle.net/2078.1/85197

73. Zampelli, Stéphane; Mann, Martin; Deville, Yves; Backofen, Rolf. Techniques de Décomposition pour l'Isomorphisme de Sous-Graphe. Ournées Francophones de Programmation par Contraintes (JFPC'08) (Nantes, France, du 04/06/2008 au 06/06/2008). http://hdl.handle.net/2078.1/85201

74. Schaus, Pierre; Deville, Yves. Une contrainte globale de bin-packing avec précédences: Application au problème d'équilibrage de lignes d'assemblage. Journées Francophones de Programmation par Contraintes (JFPC'08) (Nantes, France, du 04/06/2006 au 06/06/2008). http://hdl.handle.net/2078.1/85222

75. Onclinx, Victor; Verleysen, Michel; Wertz, Vincent. Projection of time series with periodicity on a sphere. European Symposium on Time Series Prediction (ESTSP'08) (Porvoo (Finland), du 17/09/2008 au 19/09/2008). In: Proceedings of the European Symposium on Time Series Prediction (ESTSP'08), 2008, p. 47-56. http://hdl.handle.net/2078.1/90971

76. Onclinx, Victor; Wertz, Vincent; Verleysen, Michel. Nonlinear data projection on a sphere with a controlled trade-off between trustworthiness and continuity. 16th European Symposium on Artificial Neural Networks (ESANN 2008) (Bruges (Belgium), du 23/04/2008 au 25/04/2008). In: Proceedings of the 16th European Symposium on Artificial Neural Networks (ESANN 2008), 2008, 2-930307-08-0, p. 43-48. http://hdl.handle.net/2078.1/90983

77. Krier, Catherine; François, Damien; Rossi, Fabrice; Verleysen, Michel. Feature clustering and mutual information for the selection of variables in spectral data. European Symposium on Artificial Neural Networks (ESANN 2007) (Bruges (Belgium), du 25/04/2007 au 27/04/2007). In: Proceedings of the European Symposium on Artificial Neural Networks (ESANN 2007), 2007, 2-930307-07-2, p. 157-162. http://hdl.handle.net/2078.1/91088

78. De Decker, Arnaud; de Lannoy, Gaël; Verleysen, Michel. Functional SOM for variable-length signal windows. 6th International Workshop on Self-Organizing Maps (WSOM 2007) (Bielefeld (Germany), du 03/09/2007 au 06/09/2007). In: Proceedings of the 6th International Workshop on Self-Organizing Maps (WSOM 2007), 2007, p. 6 pages. http://hdl.handle.net/2078.1/91062

79. Dablemont, Simon; Van Bellegem, Sébastien; Verleysen, Michel. Modelling and Forecasting financial time series of "tick data" by functional analysis and neural networks. Forecasting Financial Markets 2007 (Aix-en-Provence (France), du 30/05/2007 au 01/06/2007). In: Proceedings of Forecasting Financial Markets 2007, 2007, p. 1-18. http://hdl.handle.net/2078.1/91078

80. François, Damien; Krier, Catherine; Rossi, Fabrice; Verleysen, Michel. Estimation de redondance conditionnelle par information mutuelle, application au clustering de variables spectrales. Chimiométrie 2007 (Lyon (France), du 29/11/2007 au 30/11/2007). In: Proceedings de Chimiométrie 2007, 2007, p. 43-46. http://hdl.handle.net/2078.1/91039

81. Verleysen, Michel. Time series prediction and the curse of dimensionality. European Symposium on Time Series Prediction (ESTSP 2007) (Helsinki (Finland), du 07/02/2007 au 09/02/2007). http://hdl.handle.net/2078.1/91256

82. Verleysen, Michel. Learning High-Dimensional Data with Artificial Neural Networks. n/a (University of Groningen (The Netherlands), 03/12/2007). http://hdl.handle.net/2078.1/91249

83. Verleysen, Michel. Feature selection with mutual information and resampling. Dagstuhl seminar "Similary-based clustering and its application to medicine and biology" (Dagstuhl (Germany), du 25/03/2007 au 30/03/2007). http://hdl.handle.net/2078.1/91254

84. Verleysen, Michel. Sélection de variables par information mutuelle et rééchantillonnage. SAMOS-MATISSE-CES (Université Paris 1 Panthéon-Sorbonne (France), 23/02/2007). http://hdl.handle.net/2078.1/91255

85. Verleysen, Michel. Independent Component Analysis and Nonlinear Projections. Artificial Perception doctoral school (Universidad del Pais Vasco (Spain), 19/06/2007). http://hdl.handle.net/2078.1/91251

86. Verleysen, Michel. High-dimensional data. Artificial Perception doctoral school (Universidad del Pais Vasco (Spain), 18/06/2007). http://hdl.handle.net/2078.1/91252

87. Verleysen, Michel; Archambeau, Cédric. PCA and Mixtures of PCA: Improving the robustness to outliers. SAMOS-MATISSE-CES (Université Paris 1 Panthéon-Sorbonne (France), 26/10/2007). http://hdl.handle.net/2078.1/91250

88. Monette, Jean-Noël; Deville, Yves; Dupont, Pierre. A position-based propagator for the open-shop problem. Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems. 4th International Conference, CPAIOR 2007 (Brussels, Belgium, 23-26 May 2007). In: Lecture Notes in Computer Science. Vol. 4510, p. 186-199. In: Integration of AI and OR Techniques in Constraint Programming forCombinatorial Optimization Problems. Proceedings 4th InternationalConference, CPAIOR 2007, Springer: (Germany) Heidelberg, 2007, 3-540-72396-X, p. 186-199. http://hdl.handle.net/2078.1/67869

89. Schaus, Pierre; Deville, Yves; Dupont, Pierre; Regin, J.-C.. The deviation constraint. Integration of AI and OR Techniques in Constraint Programming for Combinatorial Optimization Problems. 4th International Conference, CPAIOR 2007 (Brussels, Belgium, du 23/05/2007 au 26/05/2007). In: Lecture Notes in Computer Science. Vol. 4510, p. 260-274. In: Integration of AI and OR Techniques in Constraint Programming forCombinatorial Optimization Problems. Proceedings 4th InternationalConference, CPAIOR 2007, Springer: (Germany) Heidelberg, 2007, 3-540-72396-X, p. 260-274. http://hdl.handle.net/2078.1/67864

90. Schaus, Pierre; Deville, Yves; Dupont, Pierre; Régin, Jean-Charles. Simplification and extension of the SPREAD Constraint. Third international workshop on constraint propagation and implementation (Nantes, France, du 25/09/2006 au 25/09/2006). http://hdl.handle.net/2078.1/85009

91. Deville, Yves; Dupont, Pierre; Dooms, Grégoire; Monette, Jean-Noël; Schaus, Pierre; Zampelli, Stéphane; Wodak, Shoshana. BioEdge: a tool box for advanced analyses of biochemical networks. Benelux Bioinformatics Conference (BBC'07) (Leuven, Belgium, du 12/11/2007 au 13/11/2007). http://hdl.handle.net/2078.1/85101

92. Monette, Jean-Noël; Schaus, Pierre; Zampelli, Stéphane; Deville, Yves; Dupont, Pierre. A CP Approach to the Balanced Academic Curriculum Problem. Symcon'07, The Seventh International Workshop on Symmetry and Constraint Satisfaction Problems (Providence, USA, September 23). http://hdl.handle.net/2078.1/85071

93. Zampelli, Stéphane; Deville, Yves; Saïdi, Mohamed Reda; Benhamou, Belaïd. Symmetry Breaking in Subgraph Isomorphism. SymCon'07, the Seventh International Workshop on Symmetry and Constraint Satisfaction Problem (Providence, USA, September 23). http://hdl.handle.net/2078.1/85077

94. Callut, Jérôme; Dupont, Pierre. Learning partially observable Markov models from first passage times. Machine Learning: ECML 2007. 18th European Conference on Machine Learning (Warsaw, Poland, du 17/09/2007 au 21/09/2007). In: Machine Learning: ECML 2007. Proceedings 18th European Conference onMachine Learning. (Lecture Notes in Artificial Intelligence vol. 4701), Springer-verlag, 2007, 3-540-74957-8, 91-103. http://hdl.handle.net/2078.1/67839

95. Faust, Karoline; Dupont, Pierre; Callut, Jérôme; van Helden, Jacques. Inference of pathways from metabolic networks by subgraph extraction. Benelux bioinformatics conference BBC07 (Leuven, Belgium, du 12/11/2007 au 13/11/2007). http://hdl.handle.net/2078.1/87485

96. Journée, M.; Teschendorff, A.E.; Absil, Pierre-Antoine; Sepulchre, Rodolphe. Geometric optimization methods for independent component analysis applied on gene expression data. 2007 International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2007) (Honolulu, Hawaii, USA, du 15/04/2007 au 20/04/2007). In: 2007 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2007, 1-4244-0727-3, p. IV-1413 - IV-1416. doi:10.1109/ICASSP.2007.367344. http://hdl.handle.net/2078.1/104421

97. Journée, M.; Absil, Pierre-Antoine; Sepulchre, Rodolphe. Optimization on the orthogonal group for independent component analysis. 7th International Conference, ICA 2007 (London, UK, du 09/09/2007 au 12/09/2007). In: Independent Component Analysis and Signal Separation (Lecture Notes in Computer Science; 4666), Springer-Verlag: Berlin Heidelberg, 2007, 978-3-540-74493-1, p. 57-64. doi:10.1007/978-3-540-74494-8. http://hdl.handle.net/2078.1/104420

98. Zampelli, Stephane; Deville, Yves; Solnon, Christine; Sorlin, Sébastien; Dupont, Pierre. Filtering for subgraph isomorphism. Principles and Practice of Constraint Programming. 13th International Conference, CP 2007 (Providence, RI, USA, du 23/09/2007 au 27/09/2007). In: Lecture Notes in Computer Science. Vol. 4741, p. 728-742. In: Principles and Practice of Constraint Programming. 13th International Conference, CP 2007, Springer: (Germany) Heidelberg, 2007, 3-540-74969-1, p. 728-742. http://hdl.handle.net/2078.1/67727

99. Krier, Catherine; François, Damien; Verleysen, Michel. Une approche orientée données pour la projection de variables spectrales en spectrométrie. Chimiométrie 2006 (Paris (France), du 30/11/2006 au 01/12/2006). In: Proceedings de Chimiométrie 2006, 2006, p. 53-59. http://hdl.handle.net/2078.1/91097

100. Caetano, Sonia; Krier, Catherine; Verleysen, Michel; Vander Heyden, Yvan. Modélisation de la qualité des séparations énantiomériques utilisant le critère d'information mutuelle. Chimiométrie 2006 (Paris (France), du 30/11/2006 au 01/12/2006). In: Proceedings de Chimiométrie 2006, 2006, p. 170-173. http://hdl.handle.net/2078.1/91099

101. Krier, Catherine; François, Damien; Wertz, Vincent; Verleysen, Michel. Feature Scoring by Mutual Information for Classification of Mass Spectra. 7th International FLINS Conference on Applied Artificial Intelligence (FLINS 2006) (Genova (Italy), du 29/08/2006 au 31/08/2006). In: Proceedings of the 7th International FLINS Conference on Applied Artificial Intelligence (FLINS 2006) (World Scientific), D. Ruan, P. D'Hondt, P.F. Fantoni, M. De Cock, M. Nechtegael, E.E. Kerre eds, 2006, 557-564. http://hdl.handle.net/2078.1/90752

102. Sameni, R.; Vrins, Frédéric; Parmentier, F.; Vigneron, V.; Verleysen, Michel; Jutten, C.; Shamsollahi, M.B.; Hérail, C.. Electrode Selection for Noninvasive Fetal Electrocardiogram Extraction using Mutual Information Criteria. Proceedings of the 26th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2006) (CNRS (Paris/France), du 08/07/2006 au 13/07/2006). http://hdl.handle.net/2078.1/90753

103. François, Damien; Wertz, Vincent; Verleysen, Michel. The permutation test for feature selection by mutual information. 14th European Symposium on Artificial Neural Networks (ESANN 2006) (Bruges (Belgium), du 26/04/2006 au 28/04/2006). In: Proceedings of the 14th European Symposium on Artificial Neural Networks (ESANN 2006), 2006, 2-930307-06-4, p. 239-244. http://hdl.handle.net/2078.1/91189

104. Lendasse, Amaury; Corona, F.; Hao, J.; Reyhani, N.; Verleysen, Michel. Determination of the Mahalanobis matrix using nonparametric noise estimations. 14th European Symposium on Artificial Neural Networks (ESANN 2006) (Bruges (Belgium), du 26/04/2006 au 28/04/2006). In: Proceedings of the 14th European Symposium on Artificial Neural Networks (ESANN 2006), 2006, 2-930307-06-4, p. 227-232. http://hdl.handle.net/2078.1/91190

105. Dablemont, Simon; Verleysen, Michel; Van Bellegem, Sébastien. Modelling and Forecasting financial time series of "tick data". 26th International Sysmposium on Forecasting (ISF 2006) (Santander (Spain), du 11/06/2006 au 14/06/2006). In: Proceedings of the 26th International Sysmposium on Forecasting (ISF 2006), 2006, p. 60. http://hdl.handle.net/2078.1/91181

106. Lee, John; Vrins, Frédéric; Verleysen, Michel. Non-Orthogonal Support-Width ICA. 14th European Symposium on Artificial Neural Networks (ESANN 2006) (Bruges (Belgium), du 26/04/2006 au 28/04/2006). In: Proceedings the 14th European Symposium on Artificial Neural Networks (ESANN 2006), 2006, 2-930307-06-4, p. 351-358. http://hdl.handle.net/2078.1/91187

107. Caetano, Sonia; Krier, Catherine; Verleysen, Michel; Vander Heyden, Yvan. Mutual Information for the selection of variables to model enantioselectivity. 4th International Chemometrics Research Symposium (ICRM 2006) (Veldhoven (the Netherlands), du 28/05/2006 au 01/06/2006). In: Proceedings of the 4th International Chemometrics Research Symposium (ICRM 2006), 2006. http://hdl.handle.net/2078.1/91183

108. Archambeau, Cédric; Delannay, Nicolas; Verleysen, Michel. Robust Probabilistic Projections. 23rd International Conference on Machine Learning (ICML 2006) (Pittsburgh (PA/USA), du 26/06/2006 au 28/06/2006). In: Proceedings of the 23rd International Conference on Machine Learning (ICML 2006), 2006, p. 33-40. http://hdl.handle.net/2078.1/91179

109. Zampelli, Stéphane; Deville, Yves; Dupont, Pierre. Symmetry Breaking in Subgraph Pattern Matching. Sixth International Workshop on Symmetry in Constraint Satisfaction Problems (SymCon'06) (Nantes, France, du 25/09/2002 au 25/09/2006). In: Trends in Constraint Programming, Wiley, 2006, 978-1-905209-97-2, p. 203-218. http://hdl.handle.net/2078.1/85004

110. Zampelli, Stéphane; Deville, Yves; Dupont, Pierre. Elimination des symétries pour l'appariement de graphes. JFPC'06, Deuxièmes Journées Francophones de Programmation par Contraintes (Nîmes, France, du 07/06/2006 au 09/06/2006). http://hdl.handle.net/2078.1/108868

111. Schaus, Pierre; Deville, Yves; Dupont, Pierre; Régin, Jean-Charles. Simplification and extension of the SPREAD Constraint. Third International Workshop on Constraint Propagation And Implementation (CPAI'06) (Nantes, France, du 25/09/2006 au 25/09/2006). http://hdl.handle.net/2078.1/108869

112. Simon, Geoffroy; Lee, John; Verleysen, Michel. On the need of unfolding preprocessing for time series clustering. 5th Workshop on Self-Organizing Maps (WSOM 2005) (Paris (France), du 05/09/2005 au 08/09/2005). In: Proceedings the 5th Workshop on Self-Organizing Maps (WSOM 2005), 2005, p. 251-258. http://hdl.handle.net/2078.1/92521

113. Lendasse, Amaury; François, Damien; Wertz, Vincent; Verleysen, Michel. Estimation non paramétrique de bruit pour la construction de modèles non linéaires en spectrométrie. Chimiométrie 2005 (Villeneuve d'Ascq (France), du 30/11/2005 au 01/12/2005). In: Proceedings de Chimiométrie 2005, 2005, p. 143-146. http://hdl.handle.net/2078.1/92505

114. Catteau, Didier; Simon, Geoffroy; Ben Omrane, Walid; Verleysen, Michel. Using the Self-Organizing Maps to prove empirically the market inefficiency: Evidence from the Paris Stock Exchange. Connectionist Approaches in Economics and Management Sciences (ACSEG 2005) (Aix-en-Provence (France), du 17/11/2005 au 18/11/2005). In: Proceedings of Connectionist Approaches in Economics and Management Sciences (ACSEG 2005), 2005, p. 78-89. http://hdl.handle.net/2078.1/92516

115. Sorjamaa, A.; Lendasse, Amaury; Verleysen, Michel. Pruned Lazy Learning Models for Time Series Prediction. ESANN 2005, 13h European Symposium on Artificial Neural Networks (Bruges (Belgium), du 27/04/2005 au 29/04/2005). In: Proceedings of ESANN 2005, European Symposium on Artificial Neural Networks, 2005, p. 509-514. http://hdl.handle.net/2078.1/93834

116. Vrins, Frédéric; Lee, John; Verleysen, Michel. Can we always trust entropy minima in the ICA context ?. EUSIPCO 2005, the 13th European Signal Processing Conference (Antalya (Turkey), du 04/09/2005 au 08/09/2005). In: Proceedings of EUSIPCO 2005, the 13th European Signal Processing Conference, 2005, p. 1107: 1-4. http://hdl.handle.net/2078.1/93813

117. Pham, D.T.; Vrins, Frédéric; Verleysen, Michel. Spurious entropy minima for multimodal source separation. ISSPA 2005, the 8th International Symposium on Signal Processing and its Applications (Sydney /Australia, du 28/08/2005 au 31/08/2005). In: Proceedings of ISSPA 2005, the 8th International Symposium on Signal Processing and its Applications, 2005, p. 37-40. http://hdl.handle.net/2078.1/93827

118. François, Damien; Wertz, Vincent; Verleysen, Michel. Non Euclidean metrics for similarity search in noisy datasets. ESANN 2005, 13h European Symposium on Artificial Neural Networks (Bruges (Belgium), du 27/04/2005 au 29/04/2005). In: Proceedings of ESANN 2005, 13h European Symposium on Artificial Neural Networks, 2005, p. 339-344. http://hdl.handle.net/2078.1/93832

119. François, Damien; Wertz, Vincent; Verleysen, Michel. About the locality of kernels in high-dimensional spaces. ASMDA 2005, International Symposium on Applied Stochastic Models and Data Analysis (Brest (France), du 17/05/2005 au 19/05/2005). In: Proceedings of ASMDA 2005, International Symposium on Applied Stochastic Models and Data Analysis, 2005, p. 238-245. http://hdl.handle.net/2078.1/93830

120. Lee, John; Vrins, Frédéric; Verleysen, Michel. A simple ICA algorithm for non-differentiable contrasts. EUSIPCO 2005, the 13th European Signal Processing Conference (Antalya (Turkey), du 04/09/2005 au 08/09/2005). In: Proceedings of EUSIPCO 2005, the 13th European Signal Processing Conference, 2005, p. 1412: 1-4. http://hdl.handle.net/2078.1/93821

121. Lee, John; Verleysen, Michel. Generalisation of the LP norm for time series and its application to Self-Organizing Maps. Proceedings of WSOM 2005, 5th Workshop on Self-Organizing Maps (Paris (France), du 05/09/2005 au 08/09/2005). http://hdl.handle.net/2078.1/93805

122. Deville, Yves; Dooms, Grégoire; Zampelli, Stéphane; Dupont, Pierre. CP(Graph+Map) for Approximate Graph Matching. 1st International Workshop on Constraint Programming Beyond Finate Integer Domains (Stiges, Spain, du 01/10/2005 au 01/10/2005). http://hdl.handle.net/2078.1/108867

123. Dooms, Grégoire; Deville, Yves; Dupont, Pierre. Constrained metabolic network analysis: discovering pathways using CP(Graph). Workshop on Constraint Based Methods for Bioinformatics, CP2005 (Sitges, Spain, du October 5, 2005 au 05/10/2005). http://hdl.handle.net/2078.1/108865

124. Zampelli, Stéphane; Deville, Yves; Dupont, Pierre. Declarative Approximate Graph Matching Using a Constraint Approach. Second International Workshop on Constraint Propagation and Implementation (Stiges, Spain, du 01/10/2005 au 01/10/2005). http://hdl.handle.net/2078.1/108864

125. Vast, Sébastien; Dupont, Pierre; Deville, Yves. Automatic extraction of relevant nodes in biochemical networks. Atelier Apprentissage et Bioinformatique, CAp 2005, Conférence d'Apprentissage (Nice, France, du 31/05/2005 au 03/06/2005). http://hdl.handle.net/2078.1/108975

126. Callut, Jérôme; Dupont, Pierre. Séparateurs à vaste marge optimisant la fonction Fbeta. CAp 2005, Conférence d'Apprentissage (Nice, France, du 31/05/2005 au 03/06/2005). PUG, 2005. http://hdl.handle.net/2078.1/108973

127. de Marneffe, Marie-Catherine; Archambeau, Cédric; Dupont, Pierre; Verleysen, Michel. Local Vector-based Models for Sense Discrimination. Proceedings of IWCS 2005, 6th International Workshop on Computational Semantics (Tilburg (the Netherlands), du 12/01/2005 au 14/01/2005). http://hdl.handle.net/2078.1/108948

128. Vrins, Frédéric; Archambeau, Cédric; Verleysen, Michel. Entropy Minima and Distribution Structural Modifications in Blind Separation of Multimodal Sources. 24th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2004) (Garching/Munich (Germany), du 25/07/2004 au 30/07/2004). In: Bayesian inference and Maximum Entropy Methods in Science and Engineering, Conference proceedings, American Institute of Physics, 2004, p. 589-596. http://hdl.handle.net/2078.1/92465

129. Dooms, Grégoire; Deville, Yves; Dupont, Pierre. Recherche de chemins contraints dans les réseaux biochimiques. Treizièmes Journées Francophones de Programmation en Logique et de Programmation par contraintes (JFPLC 2004) (Angers, France, du 21/06/2004 au 23/06/2004). http://hdl.handle.net/2078.1/108861

130. Dooms, Grégoire; Deville, Yves; Dupont, Pierre. Constrained Path Finding in Biochemical Networks: a Constraint Programming Approach. 5th Open Days in Biology, Computer Science and Mathematics (JOBIM 2004) (Montreal, Canada, du 28/06/2004 au 30/06/2004). http://hdl.handle.net/2078.1/108859

131. de Marneffe, Marie-Catherine; Dupont, Pierre. Comparative study of statistical word sense discrimination,. Proceedings of the 7th International Conference on Textual Data Statistical Analysis (Louvain-la-Neuve, Belgique, du 10/03/2004 au 12/03/2004). Presses Universitaires de Louvain, 2004. http://hdl.handle.net/2078.1/108946

132. Kermorvant, Christopher; de la Higuera, Colin; Dupont, Pierre. Construction de Modèles de Langages par Inférence d'Automates Typés à partir de Données Etiquetées Automatiquement. Conférence d'apprentissage (Laval, France, du 01/07/2003 au 03/07/2003). Presses Universitaires de Grenoble, 2003. http://hdl.handle.net/2078.1/108961

133. Kermorvant, Christopher; Dupont, Pierre. Mélanges de Chaînes de Markov lissées pour la détection de domaines dans les protéines. Proceedings des Journées ouvertes biologie informatique mathématique (Saint-Malo, France, du 10/06/2002 au 12/06/2002). http://hdl.handle.net/2078.1/108960

134. Lee, John; Donckers, Nicolas; Verleysen, Michel. Recursive learning rules for SOMs. Workshop on Self-Organizing Maps (WSOM 2001) (Lincoln (UK), du 13/06/2001 au 15/06/2001). In: Advances in Self-Organizing Maps, Springer Verlag: Berlin-Heidelberg, 2001, 1-85233-511-4, p. 67-72. http://hdl.handle.net/2078.1/92486

135. Cottrell, Marie; de Bodt, Eric; Verleysen, Michel. A Statistical Tool to Assess the Reliability of Self-Organizing Maps. Workshop on Self-Organizing Maps (WSOM 2001) (Lincoln (UK), du 13/06/2001 au 15/06/2001). In: Advances in Self-Organizing Maps, Springer Verlag: Berlin-Heidelberg, 2001, 1-85233-511-4, p. 7-14. http://hdl.handle.net/2078.1/92485

136. González, J.; Juan, A.; Dupont, Pierre; Vidal, E.; Casacuberta, F.. A Bernoulli mixture model for word categorisation. Proceedings of Simposium Nacional de Reconocimiento de Formas y Análisis de Imágenes (Benicàssim (Spain), du 14/05/2001 au 18/05/2001). http://hdl.handle.net/2078.1/108944

137. Kermorvant, C.; Dupont, Pierre. Inférence d'automates et correction d'erreurs pour la classification des protéines. Conférence d'Apprentissage (Grenoble, du 25/06/2001 au 27/06/2001). Presses Universitaires de Grenoble, 2001. http://hdl.handle.net/2078.1/108959

138. Thollard, Franck; Dupont, Pierre. Inférence Grammaticale Probabiliste utilisant la divergence de Kullback-Leibler et un principe de minimalité. Conférence d'Apprentissage (Saint-Etienne, France, du 14/06/2000 au 16/06/2000). Hermes Science, 2000. http://hdl.handle.net/2078.1/108958

139. Thollard, Franck; Dupont, Pierre. Entropie relative et algorithmes d'inférence grammaticale probabiliste. Conférence d'apprentissage (Palaiseau, France, du 15/06/1999 au 18/06/1999). AFIA: Chambéry, 1999. http://hdl.handle.net/2078.1/108957

140. Miclet, Laurent; Chodorowski, Jacques; Dupont, Pierre. Apprentissage et évaluation de modèles de langage par des techniques de correction d'erreurs. Conférence d'Apprentissage (Palaiseau, France, du 15/06/1999 au 18/06/1999). AFIA: Chambéry, 1999. http://hdl.handle.net/2078.1/108956

141. Miclet, L.; Dupont, Pierre; Vial, S.. Inférence Grammaticale Régulière : méthodes semi-itératives et mesure de performance. Journées Francophones d'Apprentissage (Grenoble, France, du 01/03/2005 au 07/03/2005). http://hdl.handle.net/2078.1/108953

142. Sadek, D.; Bretier, P.; Cadoret, V.; Cozannet, P.; Dupont, Pierre; Ferrieux, A.; Panaget, F.. A Cooperative spoken dialogue system based on a rational agent model: a first implementation on the AGS application. ESCA Tutorial and Research Workshop on Spoken Dialogue Systems (Visgo, Denmark, du 30/03/1995 au 02/06/1995). http://hdl.handle.net/2078.1/108872

143. Dupont, Pierre. Interpolated Word and Class Bigram Models for Spanish Conversational Speech Recognition. IEEE Workshop on Automatic Speech Recognition (Snowbird, Utah, USA, du 10/12/1995 au 13/12/1995). http://hdl.handle.net/2078.1/108873

144. Dupont, Pierre; Pinson, F.. Inférence Grammaticale Régulière par Optimisation Génétique à partir d'échantillons positifs et négatifs : la méthode GIG. Journées Francophones d'Apprentissage (Strasbourg, France, du 01/03/1994 au 07/03/1994). http://hdl.handle.net/2078.1/108949

145. Dupont, Pierre. Dynamic Use of Syntactical Knowledge in Continuous Speech Recognition. Proceedings European Conference on Speech Communication and Technology (Berlin, Germany, du 22/09/1993 au 25/09/1993). http://hdl.handle.net/2078.1/108871

Book Chapters

1. Journée, M.; Bach, F.H.; Absil, Pierre-Antoine; Sepulchre, Rodolphe. Refining Sparse Principal Components. In: Moritz Diehl; Francois Glineur; Elias Jarlebring; Wim Michiels, Recent Advances in Optimization and its Applications in Engineering , Springer: Berlin Heidelberg, 2010, p. 165-171. 978-3-642-12597-3. doi:10.1007/978-3-642-12598-0_14. http://hdl.handle.net/2268/78592 ; http://hdl.handle.net/2078.1/90687

2. Lambeau, Bernard; Damas, Christophe; Dupont, Pierre. State-merging DFA Induction Algorithms with Mandatory Merge Constraints. In: 9th International Colloquium on Grammatical Inference (ICGI) , Springer-Verlag, 2008, p. 139-153. 978-3-540-88008-0. http://hdl.handle.net/2078.1/109754

3. Gomez-Verdejo, Vanessa; Verleysen, Michel; Fleury, Jérôme. Information-theoretic feature selection for the classification of hysteresis curves. In: Francisco Sandoval et al. eds., International Work-Conference on Artificial Neural Networks (IWANN '07) (Lecture Notes in Computer Science; 4507), Springer: Berlin-Heidelberg, 2007, p. 522-529. http://hdl.handle.net/2078.1/90741

4. Schaus, Pierre; Deville, Yves; Dupont, Pierre. Bound-Consistent Deviation Constraint. In: Bessiere, Christian, Principles and Practice of Constraint Programming, CP 2007 , Springer, 2007, p. 620-634. 978-3-540-74969-1. http://hdl.handle.net/2078.1/85096

5. Deville, Yves; Lemer, Christian; wodak, Shoshana. Representing and Analyzing Biochemical Networks Using BioMaze. In: Sangdun Choi, Introduction to System Biology , Humana Press, 2007, p. 484-507. 978-1-58829-706-8. http://hdl.handle.net/2078.1/85067

6. Journée, M.; Teschendorff, A.E.; Absil, Pierre-Antoine; Tavaré, S.; Sepulchre, Rodolphe. Geometric optimization methods for the analysis of gene expression data. In: eds. A. Gorban, B. Kegl, D. Winsch, A. Zinovyev,, Principal Manifolds for Data Visualisation and Dimension Reduction (Lecture Notes in Computational Science and Engineering; 58), Springer Berlin Heidelberg, 2007, p. 271-292. 978-3-540-73749-0. doi:10.1007/978-3-540-73750-6_12. http://hdl.handle.net/2078.1/104407

7. Dupont, Pierre. Noisy Sequence Classification with Smoothed Markov Chains. In: CAp 2006, Conférence d'Apprentissage , Presses Universitaires de Grenoble, 2006, p. 187-201. 2-7061-1372-3. http://hdl.handle.net/2078.1/109550

8. Dupont, Pierre. Comment choisir la taille d'un groupe ?. In: Raucent, Benoît; Vander Borght, Cécile, Etre enseignant - Magister ? Metteur en scène ? , De Boeck (Bruxelles), 2006, p. 184-188. 2-8041-5047-X. http://hdl.handle.net/2078.1/109015

9. Dupont, Pierre. Quelles sont les compétences requises pour un tuteur dans les domaines scientifique et méthodologique ?. In: Raucent, Benoît; Vander Borght, Cécile, Etre enseignant - Magister ? Metteur en scène ? , De Boeck (Bruxelles): Bruxelles, 2006, p. 329-332. 2-8041-5047-X. http://hdl.handle.net/2078.1/109017

10. Dupont, Pierre. Une expérience de Candis 2000. In: Galand, Benoit; Frenay Mariane, L'approche par problèmes et par projets dans l'enseignement supérieur : impact, enjeux et défis , Presses universitaires de Louvain, 2005, p. 54-59. 2-930344-89-X. http://hdl.handle.net/2078.1/109014

11. Dualibe, Carlos; Verleysen, Michel. Design and application of analog fuzzy logic controllers. In: Smart Adaptive Systems on Silicon , Kluwer Academic Publishers, 2004, p. 157-174. 1-4020-2743-5. http://hdl.handle.net/2078.1/92340

12. Kermorvant, Christopher; de la Higuera, Colin; Dupont, Pierre. Improving probabilistic automata learning with additional knowledge. In: Fred, A.; Caelli, T.; Duin, R.P.W.; Campilho, A.; Ridder, D.d., Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshops, SSPR 2004 and SPR 2004 , Springer-Verlag: Heilderberg, 2004, p. 260-268. 3-540-22570-6. http://hdl.handle.net/2078.1/109545

13. Lendasse, Amaury; Lee, John; de Bodt, Eric; Wertz, Vincent; Verleysen, Michel. Approximation by Radial-Basis Function networks - Application to option pricing. In: C. Lesage, M. Cottrell eds., Connectionist Approaches in Economics and Management Sciences , Kluwer academic publishers., 2003, p. 203-214. http://hdl.handle.net/2078.1/92342

14. Verleysen, Michel. Learning high-dimensional data. In: S. Ablameyko, L. Goras, M. Gori, V. Piuri, Limitations and Future Trends in Neural Computation , IOS Press: Amsterdam (Netherlands), 2003, p. 141-162. http://hdl.handle.net/2078.1/92348

15. Verleysen, Michel. The explanatory power of Artificial Neural Networks. In: R. Franck ed., The explanatory power of models , Kluwer academic publishers: Boston (USA), 2002, p. 127-139. http://hdl.handle.net/2078.1/92351

16. Kermorvant, Christopher; Dupont, Pierre. Improved smoothing for Probabilistic Suffix Trees seen as variable order Markov chains. In: T. Elomaa; H. Mannila; H. Toivonen, Machine Learning: ECML 2002 , Springer Verlag, 2002, p. 185-194. 3-540-44036-4. http://hdl.handle.net/2078.1/109446

17. Esposito, Yann; Lemay, Aurélien; Denis, François; Dupont, Pierre. Learning Probabilistic Residual Finite Automata. In: P. Adriaans; H. Fernau; M. van Zaanen, Grammatical Inference: Algorithms and Applications , Springer-Verlag: Amsterdam, The Netherlands, 2002, p. 77-91. 3-540-44239-1. http://hdl.handle.net/2078.1/109448

18. Kermorvant, Christopher; Dupont, Pierre. Stochastic grammatical inference with multinomial tests. In: P. Adriaans; H. Fernau; M. van Zaanen, Grammatical Inference: Algorithms and Applications , Springer-Verlag: Amsterdam, The Netherlands, 2002, p. 149-160. 3-540-44239-1. http://hdl.handle.net/2078.1/109451

19. Dupont, Pierre; Amengual, Juan-Carlos. Smoothing probabilistic automata: an error-correcting approach. In: Arlindo L. Oliveira, Grammatical Inference: Algorithms and Applications , Springer-Verlag, 2000, p. 51-64. 3-540-41011-2. http://hdl.handle.net/2078.1/109442

20. Thollard, Franck; Dupont, Pierre; de la Higuera, Colin. Probabilistic DFA Inference using Kullback-Leibler Divergence and Minimality. In: Pat Langley, International Conference on Machine Learning , Morgan Kauffman, 2000, p. 975 - 982. 1-55860-707-2. http://hdl.handle.net/2078.1/109443

21. Dupont, Pierre; Chase, Lin. Using symbol clustering to improve probabilistic automaton inference. In: Vasant Honavar, Giora Slutzki, Grammatical Inference, Ames, Iowa, USA, July 12-14, 1998 , Springer-Verlag: Berlin, 1998, p. 232 - 243. 3-540-64776-7. http://hdl.handle.net/2078.1/109028

22. Dupont, Pierre. Incremental Regular Inference. In: Laurent Miclet, Colin de la Higuera, Grammatical Inference: learning syntax from sentences (Lecture Notes in Computer sciences; 1147), Springer-Verlag: Berlin, 1996, p. 222 -- 237. 3-540-61778-7. http://hdl.handle.net/2078.1/109024

23. Dupont, Pierre. Regular Grammatical Inference from Positive and Negatives Samples by Genetic Search : the GIG method. In: R. Carrasco, J. Oncina, Grammatical Inference and Applications, Alicante, Spain, September 21-23, 1994 , Springer-Verlag: Berlin, 1994, p. 236--245. 3-540-58473-0. http://hdl.handle.net/2078.1/109021

24. Dupont, Pierre; Miclet, L.; Vidal, E.. What is the search space of Regular Inference?. In: R. Carrasco, J. Oncina, Grammatical Inference and Applications, Alicante, Spain, September 21-23, 1994 (Lecture notes in artificial intelligence; xxx), Springer-Verlag: Berlin, 1994, p. 25-37. 3-540-58473-0. http://hdl.handle.net/2078.1/109022

25. Dupont, Pierre. Efficient Integration of Context-Free Based Language Models in Continuous Speech Recognition. In: A. Rubio Ayuso, J. López Soler, New Advances and Trends in Speech Recognition and Coding , Springer -Verlag: Berlin, 1993, p. 179-182. 3-540-60098-1. http://hdl.handle.net/2078.1/109018

26. Dupont, Pierre; Kamp, Yves. Guiding Speech Recognition by a Language Model. In: André Thayse, From Natural Language Processing to Logic for Expert Systems , John Wiley & Sons: Chichester, 1991, p. 1-48. 0-471-92431-8. http://hdl.handle.net/2078.1/108982

27. Dupont, Pierre; Kamp, Yves. Reconnaissance de la parole pilotée par un modèle linguistique. In: André Thayse, Approche logique de l'intelligence artificielle. 3. Du traitement de la langue à la logique des systèmes experts , Bordas: Paris, 1990, p. 1-61. 2-04-019648-X. http://hdl.handle.net/2078.1/108980

Working Papers

1. Dupont, Pierre; Callut, Jérôme; Dooms, Grégoire; Monette, Jean-Noël; Deville, Yves. Relevant subgraph extraction from random walks in a graph (xxx), 2006. 1-30 p. http://hdl.handle.net/2078.1/109752

2. Callut, Jérôme; Dupont, Pierre. Learning hidden Markov models to fit long-term dependencies (xxx), 2005. 28 p. http://hdl.handle.net/2078.1/109549

3. Dupont, Pierre; Rosenfeld, Ronald. Lattice based language models (xxx), 1997. http://hdl.handle.net/2078.1/108874

4. Dupont, Pierre. Polynomial regular inference (Technical report EURISE; 9705), 1997. n/a p. http://hdl.handle.net/2078.1/109025

Books

1. Verleysen, Michel. 18th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning 2010: Proceedings. d-side publ.: Evere (Belgium), 2010. 2-930307-10-2. 568 pages. http://hdl.handle.net/2078.1/91193

2. Verleysen, Michel. Similarity-Based Clustering - Recent Developments and Biomedical Applications. Thomas Villmann, Michael Biehl, Barbara Hammer, Michel Verleysen, 2009. 978-3-642-01804-6. 203 pages. http://hdl.handle.net/2078.1/91201

3. Verleysen, Michel. 17th European Symposium On Artificial Neural Networks - Advances in Computational Intelligence and Learning 2009 : Proceedings. d-side publ.: Evere (Belgium), 2009. 2-930307-09-9. 616 pages. http://hdl.handle.net/2078.1/91194

4. Verleysen, Michel. 16th European Symposium On Artificial Neural Networks - Advances in Computational Intelligence and Learning 2008: Proceedings. d-side publ.: Evere (Belgium), 2008. 2-930307-08-0. 555 pages. http://hdl.handle.net/2078.1/91196

5. Lee, John; Verleysen, Michel. Nonlinear dimensionality reduction. Springer: New York (United States), 2007. 978-0-387-39350-6. 310 pages. http://hdl.handle.net/2078.1/90524

6. Verleysen, Michel. 15th European Symposium On Artificial Neural Networks - Advances in Computational Intelligence and Learning 2007: Proceedings. d-side publ.: Evere (Belgium), 2007. 2-930307-07-2. 606 pages. http://hdl.handle.net/2078.1/91198

7. Verleysen, Michel. 14th European Symposium on Artificial Neural Networks 2006: Proceedings. d-side publ.: Evere (Belgium), 2006. 2-930307-06-4. 687 pages. http://hdl.handle.net/2078.1/91199

8. Verleysen, Michel. Neural Networks special issue on "Advances in Self-Organizing Maps". M. Cottrell, M. Verleysen, 2006. n/a pages. http://hdl.handle.net/2078.1/91204