Apprentissage statistique et régularisation pour la régression. Application à l'identification de systèmes et à la modélisation de séries temporelles

Publikationen 1996-2011

• 2011
  • A. Krithara, M.‑R. Amini, C. Goutte, J.‑M. Renders : “Learning Aspect Models with Partially Labeled Data”, Pattern Recognition Letters, vol. 32 (2), pp. 297-304, (ISBN: 0167-8655) (2011)
  • N. Usunier, M.‑R. Amini, C. Goutte : “Multiview Semi-Supervised Learning for Ranking Multilingual Documents”, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, vol. 6913, Lecture Notes in Computer Science, Athens, Greece, pp. 443-458, (Springer) (2011)
• 2010
  • M.‑R. Amini, C. Goutte : “A Co-classification Approach to Learning from Multilingual Corpora”, Machine Learning, vol. 79 (1-2), pp. 105-121, (ISBN: 0885-6125) (2010)
  • M.‑R. Amini, C. Goutte, N. Usunier : “Combining Coregularization and Consensus-Based Self-Training for Multilingual Text Categorization”, Proceedings of the 33^rd Annual ACM SIGIR Conference (SIGIR 2010), Geneva, Switzerland, pp. 475-482, (ACM) (2010)
  • Y.‑M. Kim, M.‑R. Amini, C. Goutte, P. Gallinari : “Multiview Clustering of Multilingual Documents”, Proceedings of the 33^rd Annual ACM SIGIR Conference (SIGIR 2010), Geneva, Switzerland, pp. 812-822, (ACM) (2010)
• 2009
  • M.‑R. Amini, N. Usunier, C. Goutte : “Learning from Multiple Partially Observed Views -- an Application to Multilingual Text Categorization”, Advances in Neural Information Processing Systems, Vancouver, Canada (2009)
• 2008
  • M.‑R. Amini, T. Truong, C. Goutte : “A Boosting Algorithm for Learning Bipartite Ranking Functions with Partially Labeled Data”, 31^st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2008), Singapore, Singapore, pp. 99-106, (ACM) (2008)
  • A. Krithara, M.‑R. Amini, C. Goutte : “Semi-Supervised Document Classification with a Mislabeling Error Model”, European Conference on Information Retrieval (ECIR'08), vol. 4956, Lecture Notes in Computer Science, Glasgow, United Kingdom, pp. 370-381, (Springer) (2008)
• 2006
  • A. Krithara, C. Goutte, M.‑R. Amini, J.‑M. Renders : “Active, Semi-Supervised Learning for Textual Information Access”, International Workshop on Intelligent Information Access (IIIA 2006), Helsinki, Finland, pp. 24-25 (2006)
  • A. Krithara, C. Goutte, M.‑R. Amini, J.‑M. Renders : “Reducing the Annotation Burden in Text Classification”, 1^st International Conference on Multidisciplinary Information Sciences and Technologies, Merida, Spain, pp. 34-44 (2006)
• 1997
  • C. Goutte : “Apprentissage statistique et régularisation pour la régression. Application à l’identification de systèmes et à la modélisation de séries temporelles”, these, verteidigung einer doktorarbeit 07.07.1997, forschungsleitung (direction de recherche) Gallinari, Patrick (1997)
• 1996
  • C. Goutte : “On the use of a pruning prior for neural networks”, Neural Networks for Signal Processing VI, IEEE Workshop, Kyoto (1996)