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1. • Speech

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   Semi-supervised Classification in Graphs using Bounded Random Walks

   Callut, Jérome[UCL] Dupont, Pierre[UCL] Saerens, Marco[UCL] Françoisse, Kevin[UCL] (2008) 17th Annual Machine Learning Conference of Belgium and the Netherlands (Benelearn) — Liège, Belgium
2. • 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)
3. • Speech

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   Approximate constrained subgraph matching

   Zampelli, S. Deville, Yves[UCL] Dupont, Pierre[UCL] (2005) 11th International Conference on Principles and Practice of Constraint Programming (CP 2005) — Sitges(Spain)
4. • 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
5. • WorkingPaper

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   Learning hidden Markov models to fit long-term dependencies

   Callut, Jérôme[UCL] Dupont, Pierre[UCL] (2005)
6. • 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)
7. • Speech

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   Sequence discrimination using phase-type distributions

   Callut, Jerome Dupont, Pierre[UCL] (2006) 17th European Conference on Machine Learning (ECML 2006) — Berlin(Germany)
8. • BookChapter

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   State-merging DFA Induction Algorithms with Mandatory Merge Constraints

   Lambeau, Bernard[UCL] Damas, Christophe[UCL] Dupont, Pierre[UCL] (2008) 9th International Colloquium on Grammatical Inference (ICGI) — [ISBN : 978-3-540-88008-0]
9. • Speech

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   Mélanges de Chaînes de Markov lissées pour la détection de domaines dans les protéines

   Kermorvant, Christopher Dupont, Pierre[UCL] (2002) Proceedings des Journées ouvertes biologie informatique mathématique — Saint-Malo, France
10. • Speech

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    Local Vector-based Models for Sense Discrimination

    de Marneffe, Marie-Catherine[UCL] Archambeau, Cédric[UCL] Dupont, Pierre[UCL] Verleysen, Michel[UCL] (2005) Proceedings of IWCS 2005, 6th International Workshop on Computational Semantics — Tilburg (the Netherlands)
11. • BookChapter

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    Incremental Regular Inference

    Dupont, Pierre (1996) Grammatical Inference: learning syntax from sentences — [ISBN : 3-540-61778-7]
12. • Speech

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    Learning partially observable Markov models from first passage times

    Callut, Jérôme[UCL] Dupont, Pierre[UCL] (2007) Machine Learning: ECML 2007. 18th European Conference on Machine Learning — Warsaw, Poland
13. • BookChapter

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    Improving probabilistic automata learning with additional knowledge

    Kermorvant, Christopher de la Higuera, Colin Dupont, Pierre[UCL] (2004) Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshops, SSPR 2004 and SPR 2004 — [ISBN : 3-540-22570-6]
14. • BookChapter

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    Probabilistic DFA Inference using Kullback-Leibler Divergence and Minimality

    Thollard, Franck Dupont, Pierre de la Higuera, Colin (2000) International Conference on Machine Learning — [ISBN : 1-55860-707-2]
15. • BookChapter

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    Stochastic grammatical inference with multinomial tests

    Kermorvant, Christopher Dupont, Pierre[UCL] (2002) Grammatical Inference: Algorithms and Applications — [ISBN : 3-540-44239-1]
16. • Journal article

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    The QSM algorithm and its application to software behavior model induction

    Dupont, Pierre[UCL] Lambeau, Bernard[UCL] Damas, Christophe[UCL] van Lamsweerde, Axel[UCL] (2008) Applied Artificial Intelligence : an international journal — Vol. 22, no. 1-2, p. 77-115 (2008)
17. • Speech

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    A Cooperative spoken dialogue system based on a rational agent model: a first implementation on the AGS application

    Sadek, D. Bretier, P. Cadoret, V. Cozannet, P. Dupont, Pierre Ferrieux, A. Panaget, F. (1995) ESCA Tutorial and Research Workshop on Spoken Dialogue Systems — Visgo, Denmark
18. • Journal article

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    Learning typed automata from automatically labeled data

    Kermorvant, Christian de la Higuera, Colin Dupont, Pierre[UCL] (2004) Journal electonique d'intelligence artificielle — Vol. 6, no. 45 (2004)
19. • BookChapter

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    What is the search space of Regular Inference?

    Dupont, Pierre Miclet, L. Vidal, E. (1994) Grammatical Inference and Applications, Alicante, Spain, September 21-23, 1994 — [ISBN : 3-540-58473-0]
20. • Speech

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    Classification in Graphs using Discriminative Random Walks : Semi-supervised learning, large graphs, betweenness measure, passage times

    Callut, Jérome[UCL] Dupont, Pierre[UCL] Saerens, Marco[UCL] Françoisse, Kevin[UCL] (2008) 6th International Workshop on Mining and Learning with Graphs (MLG) — Helsinki, Finland
21. • 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
22. • 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
23. • 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
24. • 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
25. • 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.

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