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1. • Journal article

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   Links between probabilistic automata and hidden Markov models: probability distributions, learning models and induction algorithms

   Dupont, Pierre[UCL] Denis, Eliane[UCL] Esposito, Y (2005) Pattern Recognition — Vol. 38, no. 9, p. 1349-1371 (2005)
2. • Journal article

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   Generating annotated behavior models from end-user scenarios

   Damas, Christophe[UCL] Lambeau, Bernard[UCL] Dupont, Pierre[UCL] van Lamsweerde, Axel[UCL] (2005) IEEE Transactions on Software Engineering — Vol. 31, no. 12, p. 1056-1073 (2005)
3. • Speech

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   Comparative study of statistical word sense discrimination,

   de Marneffe, Marie-Catherine[UCL] Dupont, Pierre[UCL] (2004) Proceedings of the 7th International Conference on Textual Data Statistical Analysis — Louvain-la-Neuve, Belgique
4. • WorkingPaper

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   Learning hidden Markov models to fit long-term dependencies

   Callut, Jérôme[UCL] Dupont, Pierre[UCL] (2005)
5. • BookChapter

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   Smoothing probabilistic automata: an error-correcting approach

   Dupont, Pierre Amengual, Juan-Carlos (2000) Grammatical Inference: Algorithms and Applications — [ISBN : 3-540-41011-2]
6. • BookChapter

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   Learning Probabilistic Residual Finite Automata

   Esposito, Yann Lemay, Aurélien Denis, François Dupont, Pierre[UCL] (2002) Grammatical Inference: Algorithms and Applications — [ISBN : 3-540-44239-1]
7. • Speech

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   Variance estimators for t-Test ranking influence the stability and predictive performance of microarray gene signatures

   Touleimat, Nizar[UCL] Hernández-Lobato, Daniel[UCL] Dupont, Pierre[UCL] (2010) European Conference on Computational Biology (ECCB10) — Ghent, Belgium, September 26-29, 2010.
8. • Journal article

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   Phase II study of everolimus in patients with locally advanced or metastatic transitional cell carcinoma of the urothelial tract: clinical activity, molecular response,and biomarkers

   Seront, Emmanuel[UCL] Rottey, S. Sautois, B. Kerger, Joseph D'Hondt, Lionel[UCL] Verschaeve, V. Canon, J.-L. Dopchie, C. Vandenbulcke, J. M. Whenham, N. Goeminne, J. C. Clausse, M. Verhoeven, D. Glorieux, P. Branders, Samuel[UCL] Dupont, Pierre[UCL] Schoonjans, J. Feron, Olivier[UCL] Machiels, Jean-Pascal[UCL] (2012) Annals of Oncology — Vol. 23, no. 10, p. 2663-2670 (2012)
9. • Patent

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   Signature of cycling hypoxia and use thereof for the prognosis of cancer

   Feron, Olivier[UCL] Dupont, Pierre[UCL] Boidot, Romain[UCL] Branders, Samuel[UCL] Helleputte, Thibault[UCL] (2015)
10. • 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
11. • 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
12. • 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
13. • 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)
14. • 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)
15. • 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
16. • 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)
17. • 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)
18. • 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
19. • 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]
20. • WorkingPaper

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    Lattice based language models

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

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    Inference of pathways from metabolic networks by subgraph extraction

    Faust, Karoline Dupont, Pierre[UCL] Callut, Jérôme[UCL] van Helden, Jacques (2007) Benelux bioinformatics conference BBC07 — Leuven, Belgium
22. • Speech

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    Differences in the cytokine profiles of cord blood mononuclear cells from allergic and non-allergic infants

    Lombard, Catherine[UCL] André, Floriane[UCL] Wanty, Catherine[UCL] Paul, Jérôme[UCL] Dupont, Pierre[UCL] Sokal, Etienne[UCL] Smets, Françoise[UCL] (2012) ESPGHAN 2012 — München Bryggeriet (Munchen Brewery) in Stockholm
23. • 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
24. • 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
25. • 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]

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