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1. • Speech

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   Time series forecasting with SOM and local non-linear models - Application to the DAX30 index prediction

   Dablemont, Simon[UCL] Simon, Geoffroy[UCL] Lendasse, Amaury[UCL] Ruttiens, Alain Blayo, François Verleysen, Michel[UCL] (2003) WSOM 2003, Workshop on Self-Organizing Maps — Hibikino (Japan)
2. • Speech

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   Prédiction de séries temporelles financières par double carte de Kohonen et modèles RBFN locaux: application à la prédiction de l'indice boursier DAX30

   Dablemont, Simon[UCL] Simon, Geoffroy[UCL] Lendasse, Amaury[UCL] Ruttiens, Alain Verleysen, Michel[UCL] (2003) ACSEG 2003, Connectionist Approaches in Economics and Management Sciences — Nantes (France)
3. • 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)
4. • Speech

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   Time Series Forecasting using CCA and Kohonen Maps - Applications to Electricity Consumption

   Lendasse, Amaury[UCL] Lee, John Aldo[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2000) European Symposium on Artificial Neural Networks (ESANN'2000) — Bruges (Belgium)
5. • Speech

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   Width optimization of the Gaussian kernels in Radial Basis Function Networks

   Benoudjit, Nabil[UCL] Archambeau, Cédric[UCL] Lendasse, Amaury[UCL] Lee, John Aldo[UCL] Verleysen, Michel[UCL] (2002) European Symposium on Artificial Neural Networks (ESANN'02) — Bruges (Belgium)
6. • Speech

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   Approximation using Radial Basis Function Networks - Application to Pricing Derivative Securities

   Lendasse, Amaury[UCL] Lee, John Aldo[UCL] de Bodt, Eric[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2001) Connectionist Approaches in Economics and Management Sciences (ACSEG 2001) — Rennes (France)
7. • Speech

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   Réduction de la dimension d'un ensemble d'indicateurs techniques en vue de la prédiction de séries temporelles financières - Application à l'indice de marché BEL 20

   Lendasse, Amaury[UCL] Lee, John Aldo[UCL] de Bodt, Eric[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2000) ACSEG 2000 — Paris (France)
8. • Journal article

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   Dimension reduction of technical indicators for the prediction of financial time series - Application to the BEL20 Market Index

   Lendasse, Amaury[UCL] Lee, John Aldo[UCL] de Bodt, Eric[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2001) European Journal of Economic and Social Systems — Vol. 15, no. 2, p. 31-48 (2001)
9. • Journal article

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   Nonlinear projection with curvilinear distances: Isomap versus curvilinear distance analysis

   Lee, John Aldo[UCL] Lendasse, Amaury[UCL] Verleysen, Michel[UCL] (2004) Neurocomputing — Vol. 57, p. 49-76 (03/2004)
10. • BookChapter

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    Approximation by Radial-Basis Function networks - Application to option pricing

    Lendasse, Amaury[UCL] Lee, John Aldo[UCL] de Bodt, Eric[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2003) Connectionist Approaches in Economics and Management Sciences —
11. • Speech

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    A robust nonlinear projection method

    Lee, John Aldo[UCL] Lendasse, Amaury[UCL] Donckers, Nicolas[UCL] Verleysen, Michel[UCL] (2000) European Symposium on Artificial Neural Networks (ESANN'2000) — Bruges (Belgium)
12. • Speech

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    Input data reduction for the prediction of financial time series

    Lendasse, Amaury[UCL] Lee, John Aldo[UCL] de Bodt, Eric[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2001) ESANN'2001. 9th European Symposium on Artificial Neural Networks — Bruges, Belgium
13. • Speech

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    Forecasting electricity consumption using nonlinear projection and self-organizing maps

    Lendasse, Amaury[UCL] Lee, John Aldo[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2002) 8th European Symposium on Artificial Neural Networks (ESANN) — BRUGGE(Belgium)
14. • Speech

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    Curvilinear Distance Analysis versus Isomap

    Lee, John Aldo[UCL] Lendasse, Amaury[UCL] Verleysen, Michel[UCL] (2002) European Symposium on Artificial Neural Networks(ESANN'02) — Bruges (Belgium)
15. • 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)
16. • 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)
17. • Journal article

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    Self-organizing Feature Maps for the Classificaion of Investment Funds

    Lendasse, Amaury[UCL] Cardon, P.[UCL] Wertz, Vincent[UCL] de Bodt, Eric[UCL] Verleysen, Michel[UCL] (2004) European Journal of Economic and Social Systems — Vol. 17, no. 1-2, p. 183-195 (2004)
18. • Journal article

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    Non linear financial time series forecasting - Aplication to the Bel 20 stock market index

    Lendasse, Amaury[UCL] de Bodt, Eric[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2000) European Journal of Economic and Social Systems — Vol. 14, no. 1, p. 81-91 (2000)
19. • 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)
20. • Speech

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    Classification of investment funds by self-organizing maps

    Cardon, Pierre[UCL] Lendasse, Amaury[UCL] Wertz, Vincent[UCL] de Bodt, Eric[UCL] Verleysen, Michel[UCL] (2002) ACSEG 2002, Connectionist Approaches in Economics and Management Sciences — Boulogne-sur-Mer (France)
21. • 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)
22. • Speech

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    Fast Bootstrap for Model Structure Selection

    Lendasse, Amaury[UCL] Wertz, Vincent[UCL] Simon, Geoffroy[UCL] Verleysen, Michel[UCL] (2003) 22nd Benelux Meeting on Systems and Control — Lommel (Belgium)
23. • Speech

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    Determination of the Mahalanobis matrix using nonparametric noise estimations

    Lendasse, Amaury Corona, F. Hao, J. Reyhani, N. Verleysen, Michel[UCL] (2006) 14th European Symposium on Artificial Neural Networks (ESANN 2006) — Bruges (Belgium)
24. • Speech

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    Using the Delta Test for Variable Selection

    Eirola, Emil Liitiäinen, Elia Lendasse, Amaury Corona, F. Verleysen, Michel[UCL] (2008) 16th European Symposium on Artificial Neural Networks (ESANN 2008) — Bruges (Belgium)
25. • Speech

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    Extraction of intrinsic dimension using CCA-Application to blind sources separation.

    Lendasse, Amaury[UCL] Verleysen, Michel[UCL] Donckers, Nicolas[UCL] Wertz, Vincent[UCL] (1999) European Symposium on Artificial Neural Networks (ESANN'99) — Bruges (Belgium)

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