All Publications

Pages

1. • Speech

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   The delta test: The 1-NN estimator as a feature selection criterion

   Eirola, E. Lendasse, Amaury Corona, F. Verleysen, Michel[UCL] (2014) 2014 International Joint Conference on Neural Networks (IJCNN 201) — Beijing (China)
2. • Speech

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   Pruned Lazy Learning Models for Time Series Prediction

   Sorjamaa, A. Lendasse, Amaury Verleysen, Michel[UCL] (2005) ESANN 2005, 13h European Symposium on Artificial Neural Networks — Bruges (Belgium)
3. • Journal article

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   Residual variance estimation in machine learning

   Liitiainen, Elia Verleysen, Michel[UCL] Corona, Francesco Lendasse, Amaury (2009) Neurocomputing — Vol. 72, no. 16-18, p. 3692-3703 (2009)
4. • Speech

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   Forecasting financial time series through intrinsic dimension estimation and non-linear data projection

   Lendasse, Amaury[UCL] de Bodt, Eric[UCL] Verleysen, Michel[UCL] (1999) International Workshop on Artificial and Natural Neural Networks — Alicante (Spain)
5. • Speech

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   Ensemble Modeling with a Constrained Linear System of Leave-One-Out Outputs

   Miché, Yoan Eirola, Emile Bas, Patrick Simula, Olli Jutten, Christian Lendasse, Amaury Verleysen, Michel[UCL] (2010) 18th European Symposium on Artificial Neural Networks - Computational Intelligence and Machine Learning (ESANN 2010) — Bruges (Belgium)
6. • Speech

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   Forecasting Time-Series by Kohonen Classification

   Lendasse, Amaury[UCL] de Bodt, Eric[UCL] Cottrell, Marie Verleysen, Michel[UCL] Grégoire, Philippe[FUNDP] (1998) European Symposium on Artificial Neural Networks (ESANN'98) — Bruges (Belgium)
7. • Speech

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   Model selection with cross-validations and bootstraps - Application to time series prediction with RBFN models

   Lendasse, Amaury[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2003) Joint International Conference on Artificial Neural Networks (ICANN)/International on Neural Information Processing (ICANN 2003) — ISTANBUL (Turkey)
8. • Speech

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   Double SOM for Long-term Time Series Prediction

   Simon, Geoffroy[UCL] Lendasse, Amaury[UCL] Cottrell, Marie Fort, Jean-Claude Verleysen, Michel[UCL] (2003) WSOM 2003, Workshop on Self-Organizing Maps, Kyushu Institute of Technology — Hibikino (Japan)
9. • Journal article

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   An improved methodology for filling missing values in spatiotemporal climate data set

   Sorjamaa, Antti Lendasse, Amaury Cornet, Yves Deleersnijder, Eric[UCL] (2010) Computational Geosciences : modeling, simulation and data analysis — Vol. 14, no. 1, p. 55-64 (2010)
10. • Journal article

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    Feature selection for nonlinear models with extreme learning machines

    Frénay, Benoît[UCL] van Heeswijk, Mark Miche, Yoan Verleysen, Michel[UCL] Lendasse, Amaury (2013) Neurocomputing — Vol. 102, p. 111-124 (15 February 2013)
11. • Speech

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    Forecasting electricity demand using Kohonen maps

    Lendasse, Amaury[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2001) 20th Benelux meeting on Systems and Control — Houffalize (Belgium)
12. • Speech

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    Fast bootstrap for Least-Square Support Vector Machines

    Lendasse, Amaury Simon, Geoffroy[UCL] Wertz, Vincent[UCL] Verleysen, Michel[UCL] (2004) ESANN 2004, European Symposium on Artificial Neural Networks — Bruges (Belgium)
13. • 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)
14. • Dissertation

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    Analyse et prédiction de séries temporelles par méthodes non linéaires : application à des données industrielles et financières

    Lendasse, Amaury[UCL] (2003)
15. • 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)
16. • 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)
17. • 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)
18. • 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)
19. • 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)
20. • 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)
21. • 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)
22. • 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)
23. • 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)
24. • 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 —
25. • 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)

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