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1. • Journal article

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   Time series prediction competition: The CATS benchmark

   Lendasse, Amaury Oja, Erkki Simula, Olli Verleysen, Michel[UCL] (2007) Neurocomputing — Vol. 70, no. 13-15, p. 2325-2329 (2007)
2. • Journal article

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   The concentration of fractional distances

   François, Damien[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2007) IEEE Transactions on Knowledge & Data Engineering — Vol. 19, no. 7, p. 873-886 (2007)
3. • Journal article

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   Unfolding preprocessing for meaningful time series clustering.

   Simon, Geoffroy[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2006) Neural networks : the official journal of the International Neural Network Society — Vol. 19, no. 6-7, p. 877-888 (2006)
4. • Journal article

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   Forecasting the CATS benchmark with the Double Vector Quantization method

   Simon, Geoffroy[UCL] Lee, John Aldo[UCL] Cottrell, Marie Verleysen, Michel[UCL] (2007) Neurocomputing — Vol. 70, no. 13-15, p. 2400-2409 (2007)
5. • Journal article

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   Self-organizing maps with recursive neighborhood adaptation.

   Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2002) Neural networks : the official journal of the International Neural Network Society — Vol. 15, no. 8-9, p. 993-1003 (2002)
6. • 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)
7. • Journal article

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   Information-theoretic feature selection for functional data classification

   Gomez-Verdejo, Vanessa Verleysen, Michel[UCL] Fleury, Jerome (2009) Neurocomputing — Vol. 72, no. 16-18, p. 3580-3589 (2009)
8. • Journal article

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   A principled approach to image denoising with similarity kernels involving patches

   De Decker, Arnaud[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2010) Neurocomputing — Vol. 73, no. 7-9, p. 1199-1209 (2010)
9. • Journal article

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   Scale-independent quality criteria for dimensionality reduction

   Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2010) Pattern Recognition Letters — Vol. 31, no. 14, p. 2248-2257 (2010)
10. • 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)
11. • Speech

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    Characterizing the Cortical Processes Related to the Perception of Long-Lasting Warm and Cool Sensations

    Mulders, Dounia[UCL] De Bodt, Cyril[UCL] Lejeune, Nicolas[UCL] Dufour, André Verleysen, Michel[UCL] Mouraux, André[UCL] (2018) 17th World Congress on Pain — Boston, USA
12. • Journal article

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    Resampling methods for parameter-free and robust feature selection with mutual information

    François, Damien[UCL] Rossi, Fabrice Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2007) Neurocomputing — Vol. 70, no. 7-9, p. 1265-1275 (2007)
13. • Journal article

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    Fast selection of spectral variables with B-spline compression

    Rossi, Fabrice François, Damien[UCL] Wertz, Vincent[UCL] Meurens, Marc[UCL] Verleysen, Michel[UCL] (2007) Chemometrics and Intelligent Laboratory Systems — Vol. 86, no. 2, p. 208-218 (2007)
14. • Journal article

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    Mutual information for the selection of relevant variables in spectrometric nonlinear modelling

    Rossi, Fabrice Lendasse, Amaury François, Damien[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2006) Chemometrics and Intelligent Laboratory Systems — Vol. 80, no. 2, p. 215-226 (2006)
15. • Speech

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    LS-SVM hyperparameter selection with a nonparametric noise estimator

    Lendasse, Amaury Ji, Jongnan Reyhani, Nima Verleysen, Michel[UCL] (2005) 15th International Conference on Artificial Neural Networks (ICANN 2005) — Warsaw (Poland)
16. • Speech

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    The curse of dimensionality in data mining and time series prediction

    Verleysen, Michel[UCL] François, Damien[UCL] (2005) 8th International Work-Conference on Artificial Neural Networks (IWANN 2005) — Barcelona (Spain)
17. • Speech

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    Manifold constrained variational mixtures

    Archambeau, Cédric[UCL] Verleysen, Michel[UCL] (2005) 15th International Conference on Artificial Neural Networks (ICANN 2005) — Warsaw (Poland)
18. • Speech

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    Time series forecasting: Obtaining long term trends with self-organizing maps

    Simon, Geoffroy[UCL] Lendasse, Amauri Cottrell, Marie Fort, JC Verleysen, Michel[UCL] (2005) 1st IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition — Florence(Italy)
19. • Speech

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    Manifold constrained finite Gaussian mixtures

    Archambeau, Cédric[UCL] Verleysen, Michel[UCL] (2005) 8th International Work-Conference on Artificial Neural Networks (IWANN 2005) — Barcelona (Spain)
20. • Speech

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    Vector quantization: a weighted version for time-series forecasting

    Lendasse, Amauri François, Damien[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] 5th International Conference on Computational Sciences (ICCS 2005) — Atlanta (USA)
21. • Journal article

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    On the kernel widths in radial-basis function networks

    Benoudjit, Nabil[UCL] Verleysen, Michel[UCL] (2003) Neural Processing Letters — Vol. 18, no. 2, p. 139-154 (2003)
22. • Journal article

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    Nonlinear dimensionality reduction of data manifolds with essential loops

    Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2005) Neurocomputing — Vol. 67, p. 29-53 (2005)
23. • 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)
24. • 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)
25. • Journal article

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    Les trajectoires de croissance des jeunes entreprises

    Biga Diambeidou, Mahamadou[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] Janssen, Frank[UCL] Gailly, Benoît[UCL] François, Damien[UCL] (2007) Gestion 2000 — Vol. 24, no. 3, p. 83-102 (2007)

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