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1. • Journal article

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   Double quantization of the regressor space for long-term time series prediction: method and proof of stability.

   Simon, Geoffroy[UCL] Lendasse, Amaury Cottrell, Marie Fort, Jean-Claude Verleysen, Michel[UCL] (2004) Neural networks : the official journal of the International Neural Network Society — Vol. 17, no. 8-9, p. 1169-1181 (Octobre-Novembre 2004)
2. • Journal article

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   Prediction of visual perceptions with artificial neural networks in a visual prosthesis for the blind

   Archambeau, Cédric[UCL] Delbeke, Jean[UCL] Veraart, Claude[UCL] Verleysen, Michel[UCL] (2004) Artificial Intelligence in Medicine — Vol. 32, no. 3, p. 183-194 (2004)
3. • Journal article

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   Chemometric calibration of infrared spectrometers: selection and validation of variables by non-linear models

   Benoudjit, Nabil[UCL] Cools, E[UCL] Meurens, Marc[UCL] Verleysen, Michel[UCL] (2004) Chemometrics and Intelligent Laboratory Systems — Vol. 70, no. 1-2, p. 47-53 (2004)
4. • Journal article

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   On the use of self-organizing maps to accelerate vector quantization

   de Bodt, Eric[UCL] Cottrell, Marie Letremy, Patrick Verleysen, Michel[UCL] (2004) Neurocomputing — Vol. 56, p. 187-203 (2004)
5. • Speech

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   The Growth Trajectories of Start-Up Firms: An Exploratory Study

   Gailly, Benoît[UCL] Wertz, Vincent Verleysen, Michel[UCL] Biga Diambeidou, Mahamadou François, Damien (2004) ESU entrepreneurship conference — Twente, The Netherlands
6. • Speech

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   Abdominal electrodes analysis by statistical processing for fetal eletrocardiogram extraction

   Vrins, Frédéric[UCL] Vigneron, Vincent Jutten, Christian Verleysen, Michel[UCL] (2004) Second IASTED International Conference on Biomedical Engineering (BIOMED 2004) — Innsbruck, Austria
7. • Speech

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   Entropy Minima and Distribution Structural Modifications in Blind Separation of Multimodal Sources

   Vrins, Frédéric[UCL] Archambeau, Cédric[UCL] Verleysen, Michel[UCL] (2004) 24th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2004) — Garching/Munich, Germany
8. • Speech

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   Flexible and Robust Bayesian Classification by Finite Mixture Models

   Archambeau, Cédric[UCL] Vrins, Frédéric[UCL] Verleysen, Michel[UCL] (2004) ESANN 2004, European Symposium on Artificial Neural Networks — Bruges (Belgium)
9. • Speech

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   Towards a Local Separation Performances Estimator Using Common ICA Contrast Functions ?

   Vrins, Frédéric[UCL] Archambeau, Cédric[UCL] Verleysen, Michel[UCL] (2004) European Symposium on Artificial Neural Networks (ESANN 2004) — Bruges, Belgium
10. • BookChapter

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    Sensor array and electrode selection for non-invasive fetal electrocardiogram extraction by independent component analysis

    Vrins, Frédéric[UCL] Jutten, Christian Verleysen, Michel[UCL] (2004) Independent Component Analysis and Blind Signal Separation, ICA 2004 — [ISBN : 3-540-23056-4]
11. • Speech

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    On the extraction of the snore acoustic signal by independent component analysis

    Vrins, Frédéric[UCL] Bouillon, V. Deswert, J. Bouvy, D. Lee, John Aldo[UCL] Eugène, Christian[UCL] Verleysen, Michel[UCL] (2004) Second IASTED International Conference on Biomedical Engineering (BIOMED 2004) — Innsbruck (Austria)
12. • Speech

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    Functional Radial Basis Function Network (FRBFN)

    Delannay, Nicolas[UCL] Rossi, Fabrice Conan-Guez, B. Verleysen, Michel[UCL] (2004) ESANN 2004, European Symposium on Artificial Neural Networks — Bruges (Belgium)
13. • Speech

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    Supervised Nonparametric Information Theoretic Classification

    Archambeau, Cédric[UCL] Butz, Torsten Popovici, Vlad Verleysen, Michel[UCL] Thiran, Jean-Philippe (2004) ICPR'04, 17th Intenational Conference on Pattern Recognition — Cambridge (United Kingdom)
14. • Speech

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    Double Quantization Forecasting Method for Filling Missing Data in the CATS Time Series

    Simon, Geoffroy[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] Cottrell, Marie (2004) IJCNN 2004, International Joint Conference on Neural Networks — Budapest (Hungary)
15. • Speech

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    How to project 'circular' manifolds using geodesic distances?

    Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2004) ESANN 2004, European Symposium on Artificial Neural Networks — Bruges (Belgium)
16. • Speech

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    Time Series Prediction Competition: The CATS Benchmark

    Lendasse, Amaury Oja, Erkki Simula, Olli Verleysen, Michel[UCL] (2004) IJCNN'2004 – International Joint Conference on Neural Networks — Budapest (Hungary)
17. • Speech

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    Business plans classification with locally pruned lazy learning models

    Sorjamaa, Antii Lendasse, Amaury François, Damien[UCL] Verleysen, Michel[UCL] (2004) Connectionist Approaches in Economics and Management Sciences (ACSEG 2004) — Lille, France
18. • Speech

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    Observer des Trajectoires de 'Start-up' sur des Cartes de Kohonen

    François, Damien[UCL] Biga Diambeidou, Mahamadou[UCL] Gailly, Benoît[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2004) Connectionist Approaches in Economics and Management Sciences (ACSEG 2004) — Lille (France)
19. • Speech

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    Open questions about similarity search in high-dimensional spaces

    François, Damien[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2004) 23rd Benelux Meeting on Systems and Control — Helvoirt (The Netherlands)
20. • Speech

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    Sélection de variables spectrales par information mutuelle multivariée pour la construction de modèles non-linéaires

    Lendasse, Amaury François, Damien[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2004) Chimiométrie 2004 — Paris (France)
21. • Speech

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    Classification et prédiction fonctionnelles d'actifs boursiers en intraday

    Dablemont, Simon[UCL] Verleysen, Michel[UCL] (2004) Connectionist Approaches in Economics and Management Sciences (ACSEG 2004) — Lille (France)
22. • Speech

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    Point mémoire analogique basse tension basé sur l'effet GIDL

    Donckers, Nicolas[UCL] Butaye, Olivier[UCL] Flandre, Denis[UCL] Verleysen, Michel[UCL] (2004) TAISA 2004 - 5ème Colloque sur le Traitement Analogique de l'Information, du Signal et ses Applications — Lausanne (Suisse)
23. • Speech

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    Fast Bootstrap applied to LS-SVM for long Term Prediction of Time Series

    Lendasse, Amaury Wertz, Vincent[UCL] Simon, Geoffroy[UCL] Verleysen, Michel[UCL] (2004) IJCNN'04, 2004 International Joint Conference on Neural Networks — Budapest (Hungary)
24. • Speech

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    Spectrophotometric variable selection by mutual information

    Benoudjit, Nabil[UCL] François, Damien[UCL] Meurens, Marc[UCL] Verleysen, Michel[UCL] (2004) 6th Annual Congress of Chemometrics — Conservatorie Natl Arts & Metiers, Paris (France)
25. • Speech

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    Non-linear ICA by using isometric dimensionality reduction

    Lee, John Aldo[UCL] Jutten, Christian Verleysen, Michel[UCL] (2004) 5th International Conference on Independent Component Analysis and Blind Signal Separation (ICA 2004) — Granada (Spain)

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