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1. • Speech

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   Survival Analysis with Cox Regression and Random Non-linear Projections

   Branders, Samuel[UCL] Frenay, Benoît[FUNDP] Dupont, Pierre[UCL] (2015) European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning — Bruges, Belgium
2. • Journal article

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   Supervised classification of solar features using prior information

   De Visscher, Ruben Delouille, Véronique Dupont, Pierre[UCL] Deledalle, Charles-Alban (2015) Journal of Space Weather and Space Climate — Vol. 5, no.A34, p. 1-12 (2015)
3. • Speech

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   Learning Computationally Efficient Metrics for Large Scale Person Identification

   Hamer, Victor[UCL] Dupont, Pierre[UCL] (2018) BENELEARN2018 — Jheronimus Academy of Data Science
4. • Journal article

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   Kernel methods for heterogeneous feature selection

   Paul, Jérôme[UCL] D'Ambrosio, Roberto[UCL] Dupont, Pierre[UCL] (2015) Neurocomputing — Vol. 169, p. 187-195 (2015)
5. • Speech

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   Decrease in IL-15 production by cord blood mononuclear cells as a marker of atopic disease

   Lombard, Catherine[UCL] André, Floriane[UCL] Paul, Jérôme[UCL] Wanty, Catherine[UCL] Vosters, Olivier[UCL] Bernard, Pierre[UCL] Pilette, Charles[UCL] Dupont, Pierre[UCL] Sokal, Etienne[UCL] Smets, Françoise[UCL] (2014) 47th Annual Meeting of the European Society for Pediatric Gastroenterology, Hepatology, and Nutrition — Jerusalem, Israel
6. • Journal article

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   A balanced hazard ratio for risk group evaluation from survival data

   Branders, Samuel[UCL] Dupont, Pierre[UCL] (2015) Statistics in Medicine — Vol. 34, no.17, p. 2528-2543 (2015)
7. • Speech

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   Explicit Control of Feature Relevance and Selection Stability Through Pareto Optimality

   Hamer, Victor[UCL] Dupont, Pierre[UCL] (2019) Interactive Adaptive Learning (IAL2019) — Würzburg (Germany)
8. • 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)
9. • BookChapter

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   Semi-supervised Classification from Discriminative Random Walks

   Callut, Jérome Dupont, Pierre[UCL] Saerens, Marco[UCL] Françoisse, Kevin (2008) —
10. • 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)
11. • 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
12. • WorkingPaper

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    Learning hidden Markov models to fit long-term dependencies

    Callut, Jérôme[UCL] Dupont, Pierre[UCL] (2005)
13. • 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]
14. • 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
15. • Journal article

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    Generalized spike-and-slab priors for bayesian group feature selection using expectation propagation

    Hernandez Lobato, Daniel Hernandez Lobato, José Miguel Dupont, Pierre[UCL] (2013) Journal of Machine Learning Research — Vol. 14, p. 1891-1945 (2013)
16. • 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]
17. • 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.
18. • 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)
19. • Journal article

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    Hypoxia integration in the serological proteome analysis unmasks tumor antigens and fosters the identification of anti-phospho-eEF2 antibodies as potential cancer biomarkers

    Grandjean, Marie[UCL] Sermeus, Alexandra Branders, Samuel[UCL] Defresne, Florence[UCL] Dieu, Marc Dupont, Pierre[UCL] Raes, Martine De Ridder, Mark Feron, Olivier[UCL] (2013) PLoS One — Vol. 8, no. 10, p. e76508 [1-10] (2013)
20. • Journal article

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    A generic cycling hypoxia-derived prognostic gene signature: application to breast cancer profiling.

    Boidot, Romain Branders, Samuel[UCL] Helleputte, Thibault[UCL] Illan Rubio, Laila[UCL] Dupont, Pierre[UCL] Feron, Olivier[UCL] (2014) OncoTarget — Vol. 5, no.16, p. 6947-63 (2014)
21. • 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)
22. • 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
23. • 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)
24. • 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
25. • 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

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