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Selected Papers by Theme

Penalization & Sparsity

Sparse Criteria & Reject Option

Semi-Supervised Learning

  • Grandvalet, Y. and Bengio, Y. Entropy Regularization, Semi-Supervised Learning, ed.: Chapelle, O. and Schoelkopf, B. and Zien, A., pp. 151-168, series: Adaptive Computation and Machine Learning, MIT Press, 2006.
  • Grandvalet, Y. and Bengio, Y. Semi-supervised learning by entropy minimization, Advances in Neural Information Processing Systems 17 (NIPS 2004), pp. 529-536, 2005.
  • d'Alché Buc F., Grandvalet Y. and Ambroise, C.n Semi-supervised marginboost, Advances in Neural Information Processing Systems 14 (NIPS 2001), pp. 553-560, 2002.



Dempster-Shafer Combination


  • Paiement, J.-F. and Grandvalet, Y. and Bengio, S. Predictive models for music, Connection Science, vol. 21, num. 2-3, pp. 253-272, 2009.
  • Paiement, J.-F. and Grandvalet, Y. and Bengio, S. and Eck, D. A Distance Model for Rhythms, Proceedings of the 25th Annual International Conference on Machine Learning (ICML 2008) , pp. 736-743, ed.: McCallum, A. and Roweis, S., 2008.
  • Mariéthoz, J. and Bengio, S. and Grandvalet, Y. Kernel Based Text-Independent Speaker Verification, Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods ed.: Keshet, J. and Bengio, S., pp. 197-224, John Wiley & Sons, 2008.
  • Hérault, R. and Davoine, F. and Grandvalet, Y. Head and Facial Action Tracking: Comparison of two Robust Approaches, 7th IEEE International Conference on Automatic Face and Gesture Recognition, pp. 287-292, 2006.
  • Grandvalet, Y. and Masson, M.-H.</span></div></td>, Réseaux de neurones pour le diagnostic, Trait&eacute; IC2, Diagnostic : Intelligence Artificielle et Reconnaissance des Formes, ed.: B. Dubuisson, pp. 179-218, Hermès, 2001

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