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1. • Speech

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   A comparative study of path performance metrics predictors

   Narino Mendoza, Juan Pablo[UCL] Donnet, Benoit[UCL] Dupont, Pierre[UCL] (2009) Advances in learning for networking, ACM workshop in conjunction with SIGMETRICS/Performance — Seattle, USA
2. • Journal article

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   Inferring statistically significant features from random forests

   Paul, Jérôme[UCL] Dupont, Pierre[UCL] (2015) Neurocomputing — Vol. 150, no.part B, p. 471–480 (20 February 2015)
3. • Speech

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   Expectation Propagation for Bayesian Multi-task Feature Selection

   Hernandez-Lobato, Daniel[UCL] Hernández-Lobato, José Miguel Helleputte, Thibault[UCL] Dupont, Pierre[UCL] (2010) Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2010 — Barcelona, Spain
4. • Speech

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   Construction de Modèles de Langages par Inférence d'Automates Typés à partir de Données Etiquetées Automatiquement

   Kermorvant, Christopher de la Higuera, Colin Dupont, Pierre[UCL] (2003) Conférence d'apprentissage — Laval, France
5. • Speech

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   Feasibility of a molecular diagnosis of arthritis based on the iIdentification of specific transcriptomic profiles in knee synovial biopsies

   Focant, Isabelle[UCL] Lobato, Daniel Hernandez[UCL] Ducreux, Julie[UCL] Durez, Patrick[UCL] Nzeusseu Toukap, Adrien[UCL] Elewaut, Dirk Houssiau, Frédéric[UCL] Dupont, Pierre[UCL] Lauwerys, Bernard[UCL] (2011) 75th Annual scientific meeting of the American College of Rheumatology ; 46th Annual scientific meeting of the Association of Rheumatology Health Professionals — Chicago, IL, USA
6. • Journal article

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   Pathway discovery in metabolic networks by subgraph extraction

   Faust, Karoline Dupont, Pierre[UCL] Callut, Jerome[UCL] van Helden, Jacques (2010) Bioinformatics — Vol. 26, no. 9, p. 1211-1218 (2010)
7. • Journal article

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   Des évaluations des systèmes de vérification du locuteur à la mise en cause des expertises vocales en identification juridique

   Boë, Louis-Jean Bimbot, Frédéric Bonastre, Jean-François[Université d'Avignon et des Pays de Vaucluse] Dupont, Pierre[UCL] (1999) Cahiers d'Etudes et de Recherches Francophones. Langues — Vol. 2, no. 4, p. 270--288 (1999)
8. • Journal article

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   Type 1 and 2 mixtures of Kullback-Leibler divergences as cost functions in dimensionality reduction based on similarity preservation

   Lee, John Aldo[UCL] Renard, Emilie[UCL] Bernard, G. Dupont, Pierre[UCL] Verleysen, M. (2013) Neurocomputing — Vol. 112, no. 1, p. 92-108 (2013)
9. • Speech

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   Kernel methods for mixed feature selection

   Paul, Jérôme[UCL] Dupont, Pierre[UCL] (2014) 22th European Symposium on Artificial Neural Networks (ESANN'14) — Bruges, Belgium
10. • Speech

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    Inducing Hidden Markov Models to model long-term dependencies

    Callut, J. Dupont, Pierre[UCL] (2005) 16th European Conference on Machine Learning (ECML)/9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) — Oporto(Portugal)
11. • Journal article

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    Inférence grammaticale régulière : fondements théoriques et principaux algorithmes

    Dupont, Pierre Miclet, Laurent (1998) Institut National de Recherche en Informatique et en Automatique. Rapports de Recherche — , no. 3449, p. 1-83 (1998)
12. • Speech

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    Inference of pathways from metabolic networks by subgraph extraction

    Faust, Karoline Callut, Jérôme[UCL] Dupont, Pierre[UCL] van Helden, Jacques (2008) Second International Workshop on Machine Learning in Systems Biology (MLSB) — Brussel, Belgium
13. • Speech

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    Feature selection by transfer learning with linear regularized models

    Helleputte, Thibault[UCL] Dupont, Pierre[UCL] (2009) Machine Learning and Knowledge Discovery in Databases. European Conference, ECML PKDD 2009 — Bled, Slovenia
14. • BookChapter

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    Noisy Sequence Classification with Smoothed Markov Chains

    Dupont, Pierre[UCL] (2006) CAp 2006, Conférence d'Apprentissage — [ISBN : 2-7061-1372-3]
15. • WorkingPaper

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    Lattice based language models

    Dupont, Pierre Rosenfeld, Ronald (1997)
16. • Speech

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    Ensemble logistic regression for feature selection

    Zakharov, Roman[UCL] Dupont, Pierre[UCL] (2011) 6th IAPR International Conference on Pattern Recognition in Bioinformatics — Delft, The Netherlands
17. • Speech

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    Séparateurs à vaste marge optimisant la fonction Fbeta

    Callut, Jérôme[UCL] Dupont, Pierre[UCL] (2005) CAp 2005, Conférence d'Apprentissage — Nice, France
18. • Speech

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    Robust biomarker identification for cancer diagnosis using ensemble feature selection methods

    Abeel, Thomas Helleputte, Thibault[UCL] Van de Peer, Yves Dupont, Pierre[UCL] Saeys, Yvan (2009) Third International Workshop on Machine Learning in Systems Biology (MLSB) — Ljubljana, Slovenia
19. • Speech

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    State-merging DFA induction algorithms with mandatory merge constraints

    Lambeau, Bernard[UCL] Damas, Christophe[UCL] Dupont, Pierre[UCL] (2009) Grammatical Inference: Algorithms and Applications. 9th International Colloquim, ICGI 2008 — Saint-Malo, France
20. • BookChapter

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    Improved smoothing for Probabilistic Suffix Trees seen as variable order Markov chains

    Kermorvant, Christopher Dupont, Pierre[UCL] (2002) Machine Learning: ECML 2002 — [ISBN : 3-540-44036-4]
21. • Speech

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    A Bernoulli mixture model for word categorisation

    González, J. Juan, A. Dupont, Pierre Vidal, E. Casacuberta, F. (2001) Proceedings of Simposium Nacional de Reconocimiento de Formas y Análisis de Imágenes — Benicàssim (Spain)
22. • Speech

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    Partially supervised feature selection with regularized linear models

    Helleputte, Thibault[UCL] Dupont, Pierre[UCL] (2009) ICML '09 : 26th Annual International Conference on Machine Learning — Montréal, Canada
23. • Speech

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    Semi-supervised classification from discriminative random walks

    Callut, Jérome[UCL] Françoisse, Kevin[UCL] Dupont, Pierre[UCL] Saerens, Marco[UCL] (2008) European Conference on Machine Learning (ECML 2008) —
24. • BookChapter

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    Combinatorial Optimization Algorithms to Mine a Sub-Matrix of Maximal Sum

    Branders, Vincent[UCL] Schaus, Pierre[UCL] Dupont, Pierre[UCL] (2018) New Frontiers in Mining Complex Patterns — [ISBN : 978-3-319-78679-7]
25. • Speech

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    Mining a sub-matrix of maximal sum

    Branders, Vincent[UCL] Schaus, Pierre[UCL] Dupont, Pierre[UCL] (2017) 6th International Workshop on New Frontiers in Mining Complex Patterns in conjunction with ECML-PKDD 2017 — Skopje (MK)

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