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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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   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)
7. • 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)
8. • WorkingPaper

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   Modelling and Forecasting financial time series of «tick data» by functional analysis and neural networks

   Dablemont, Simon[UCL] Van Bellegem, Sébastien[UCL] Verleysen, Michel[UCL] (2007)
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. • Speech

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    Forecasting high and low of financial time series by particle filters and Kalman filters

    Dablemont, Simon[UCL] Van Bellegem, Sébastien[UCL] Verleysen, Michel[UCL] (2007) —
11. • Journal article

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    Semi-supervised relevance index for feature selection

    Coelho, Frederico Castro, Cristiano Braga, Antônio P. Verleysen, Michel[UCL] (2017) Neural Computing and Applications — Vol. 31, p. 989-997 (2017)
12. • Speech

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    Tensor factorization to extract patterns in multimodal EEG data

    Mulders, Dounia[UCL] De Bodt, Cyril[UCL] Lejeune, Nicolas[UCL] Lee, John Aldo[UCL] Mouraux, André[UCL] Verleysen, Michel[UCL] (2019) European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning — Bruges (Belgium)
13. • Journal article

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    Nonlinear Dimensionality Reduction with Missing Data using Parametric Multiple Imputations

    De Bodt, Cyril[UCL] Mulders, Dounia[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2019) I E E E Transactions on Neural Networks and Learning Systems — Vol. 30, no. 4, p. 1166-1179 (2019)
14. • Speech

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    Class-aware t-SNE: cat-SNE

    De Bodt, Cyril[UCL] Mulders, Dounia[UCL] Lopez Sanchez, Daniel[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2019) European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning — Bruges (Belgium)
15. • Speech

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    About Filter Criteria for Feature Selection in Regression

    Degeest, Alexandra[UCL] Verleysen, Michel[UCL] Frénay, Benoît (2019) IWANN 2019 — Gran Canaria
16. • Speech

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    Text Recognition on Khmer Historical Documents using Glyph Class Map Generation with Encoder-Decoder Model

    Valy, Dona[UCL] Verleysen, Michel[UCL] Chhun, Sophea (2019) 8th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2018) — Prague (Czech Republic)
17. • Speech

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    Comparison Between Filter Criteria for Feature Selection in Regression

    Degeest, Alexandra[UCL] Verleysen, Michel[UCL] Frénay, Benoît (2019) ICANN 2019 — Munich
18. • Speech

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    Perplexity-free Parametric t-SNE

    Crecchi Francesco De Bodt, Cyril[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] Bacciu Davide (2020) European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning —
19. • Journal article

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    Fast Multiscale Neighbor Embedding

    De Bodt, Cyril[UCL] Mulders, Dounia[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2020) IEEE Transactions on Neural Networks and Learning Systems — Vol. 33, no. 4, p. 1546 - 1560 (2022)
20. • 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)
21. • Speech

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    Une Taxonomie des Trajectoires de Croissance Initiale des jeunes Entreprises

    Diambeidou, M.B[UCL] Verleysen, Michel[UCL] Gailly, Benoît[UCL] (2007) 5e Congrès International de l'Académie de l'Entrepreneuriat — Sherbrooke (Canada)
22. • 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)
23. • 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)
24. • 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)
25. • 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)

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