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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 10 of 10 1 Combining NLP and probabilistic categorisation fordocument and term selection for Swiss-Prot medical annotation Dobrokhotov, Pavel B.; Goutte, Cyril; Veuthey, Anne-Lise. - 2017 BASE Show details 2 Multiview Semi-Supervised Learning for Ranking Multilingual Documents Usunier, Nicolas; Amini, Massih-Reza; Goutte, Cyril In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases ; https://hal.archives-ouvertes.fr/hal-01286156 ; European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2011, Athens, Greece. pp.443-458, ⟨10.1007/978-3-642-23808-6_29⟩ (2011) BASE Show details 3 A Co-classification Approach to Learning from Multilingual Corpora Amini, Massih-Reza; Goutte, Cyril In: ISSN: 0885-6125 ; EISSN: 1573-0565 ; Machine Learning ; https://hal.archives-ouvertes.fr/hal-01172633 ; Machine Learning, Springer Verlag, 2010, 79 (1-2), pp.105-121. ⟨10.1007/s10994-009-5151-5⟩ (2010) BASE Show details 4 Multiview Clustering of Multilingual Documents Kim, Young-Min; Amini, Massih-Reza; Goutte, Cyril... In: Proceedings of the 33rd Annual ACM SIGIR Conference (SIGIR 2010) ; The 33rd Annual ACM SIGIR Conference (SIGIR 2010) ; https://hal.archives-ouvertes.fr/hal-01292100 ; The 33rd Annual ACM SIGIR Conference (SIGIR 2010), Jul 2010, Geneva, Switzerland. pp.812-822, ⟨10.1145/1835449.1835633⟩ (2010) BASE Show details 5 Combining Coregularization and Consensus-Based Self-Training for Multilingual Text Categorization Amini, Massih-Reza; Goutte, Cyril; Usunier, Nicolas In: Proceedings of the 33rd Annual ACM SIGIR Conference (SIGIR 2010) ; The 33rd Annual ACM SIGIR Conference (SIGIR 2010) ; https://hal.archives-ouvertes.fr/hal-01291883 ; The 33rd Annual ACM SIGIR Conference (SIGIR 2010), Jul 2010, Geneva, Switzerland. pp.475-482, ⟨10.1145/1835449.1835529⟩ (2010) Abstract: International audience ; We investigate the problem of learning document classifiers in a multilingual setting, from collections where labels are only partially available. We address this problem in the framework of multiview learning, where different languages correspond to different views of the same document, combined with semi-supervised learning in order to benefit from unlabeled documents. We rely on two techniques, coregularization and consensus-based self-training, that combine multiview and semi-supervised learning in different ways. Our approach trains different monolingual classifiers on each of the views, such that the classifiers' decisions over a set of unlabeled examples are in agreement as much as possible, and iteratively labels new examples from another unlabeled training set based on a consensus across language-specific classifiers. We derive a boosting-based training algorithm for this task, and analyze the impact of the number of views on the semi-supervised learning results on a multilingual extension of the Reuters RCV1/RCV2 corpus using five different languages. Our experiments show that coregularization and consensus-based self-training are complementary and that their combination is especially effective in the interesting and very common situation where there are few views (languages) and few labeled documents available. Keyword: [INFO]Computer Science [cs] URL: https://doi.org/10.1145/1835449.1835529 https://hal.archives-ouvertes.fr/hal-01291883 BASE Hide details 6 Learning machine translation Goutte, Cyril. - Cambridge, Mass. [u.a.] : MIT Press, 2009 BLLDB UB Frankfurt Linguistik Show details 7 Learning from Multiple Partially Observed Views -- an Application to Multilingual Text Categorization Amini, Massih-Reza; Usunier, Nicolas; Goutte, Cyril In: Advances in Neural Information Processing Systems ; https://hal.archives-ouvertes.fr/hal-01297947 ; Advances in Neural Information Processing Systems, Dec 2009, Vancouver, Canada (2009) BASE Show details 8 Fast & Confident Probabilistic Categorization Goutte, Cyril. - 2007 BASE Show details 9 Statistical Phrase-based Post-editing Isabelle, Pierre; Goutte, Cyril; Simard, Michel. - 2007 BASE Show details 10 Combining NLP and probabilistic categorisation for document and term selection for Swiss-Prot medical annotation Dobrokhotov, Pavel B.; Goutte, Cyril; Veuthey, Anne-Lise. - : Oxford University Press, 2003 BASE Show details

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