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1. • 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)
2. • 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)
3. • 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)
4. • 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)
5. • 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)
6. • 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)
7. • 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)
8. • 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)
9. • Speech

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   Extensive assessment of Barnes-Hut t-SNE

   De Bodt, Cyril[UCL] Mulders, Dounia[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2018) The European Symposium on Artificial Neural Networks — Bruges
10. • Speech

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    Perplexity-free t-SNE and twice Student tt-SNE

    De Bodt, Cyril[UCL] Mulders, Dounia[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2018) The European Symposium on Artificial Neural Networks — Bruges
11. • 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 —
12. • 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)
13. • 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)
14. • Speech

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    Can we always trust entropy minima in the ICA context ?

    Vrins, Frédéric[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2005) 13th European Signal Processing Conference (EUSIPCO 2005) — Antalya, Turkey
15. • Journal article

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    A minimum-range approach to blind extraction of bounded sources.

    Vrins, Frédéric[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2007) IEEE Transactions on Neural Networks — Vol. 18, no. 3, p. 809-822 (2007)
16. • BookChapter

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    Filtering-free blind separation of correlated images

    Vrins, Frédéric[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2005) Computational Intelligence and Bioinspired Systems, IWANN 2005 — [ISBN : 3-540-26208-3]
17. • Journal article

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    Blind source separation based on endpoint estimation with application to the MLSP 2006 data competition

    Lee, John Aldo[UCL] Vrins, Frédéric[UCL] Verleysen, Michel[UCL] (2008) Neurocomputing — Vol. 72, no. 1-3, p. 47-56 (2008)
18. • Speech

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    A least absolute bound approach to ICA: application to the MLSP 2006 competition

    Lee, John Aldo[UCL] Vrins, Frédéric[UCL] Verleysen, Michel[UCL] (2006) IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006) — Maynooth, Ireland
19. • Speech

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    Non-Orthogonal Support-Width ICA

    Lee, John Aldo[UCL] Vrins, Frédéric[UCL] Verleysen, Michel[UCL] (2006) 14th European Symposium on Artificial Neural Networks (ESANN 2006) — Bruges (Belgium)
20. • Speech

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    Improving independent component analysis performances by variable selection

    Vrins, Frédéric[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] Vigneron, Vincent Jutten, Christian (2003) 2003 IEEE XIII Workshop on Neural Networks for Signal Processing (NNSP 2003) — Toulouse (France)
21. • Journal article

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    Kernel-based dimensionality reduction using Renyi's α-entropy measures of similarity

    Alvarez-Meza, A.M. Lee, John Aldo[UCL] Verleysen, Michel[UCL] Castellanos-Dominguez, G. (2017) Neurocomputing — Vol. 222, no./, p. 36-46 (2017)
22. • Speech

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    A simple ICA algorithm for non-differentiable contrasts

    Lee, John Aldo[UCL] Vrins, Frédéric[UCL] Verleysen, Michel[UCL] (2005) 13th European Signal Processing Conference (EUSIPCO 2005) — Antalya (Turkey)
23. • 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)
24. • Journal article

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    SQuadMDS: a lean Stochastic Quartet MDS improving global structure preservation in neighbor embedding like t-SNE and UMAP

    Lambert, Pierre[UCL] De Bodt, Cyril[UCL] Verleysen, Michel[UCL] Lee, John Aldo[UCL] (2022) Neurocomputing — Vol. 503, p. 17-27 (2022)
25. • Journal article

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    Semi-supervised t-SNE with multi-scale neighborhood preservation

    Walter Serna-Serna De Bodt, Cyril[UCL] Andres M. Alvarez-Meza Lee, John Aldo[UCL] Verleysen, Michel[UCL] Alvaro A. Orozco-Gutierrez (2023) Neurocomputing — Vol. 550, no.1, p. 126496 (2023)

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