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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
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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)
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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)
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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)
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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)
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6
Learning machine translation
Goutte, Cyril
. - Cambridge, Mass. [u.a.] : MIT Press, 2009
BLLDB
UB Frankfurt Linguistik
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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)
Abstract:
International audience ; We address the problem of learning classifiers when observations have multiple views, some of which may not be observed for all examples. We assume the existence of view generating functions which may complete the missing views in an approximate way. This situation corresponds for example to learning text classifiers from multilingual collections where documents are not available in all languages. In that case, Machine Translation (MT) systems may be used to translate each document in the missing languages. We derive a generalization error bound for classifiers learned on examples with multiple artificially created views. Our result uncovers a trade-off between the size of the training set, the number of views, and the quality of the view generating functions. As a consequence, we identify situations where it is more interesting to use multiple views for learning instead of classical single view learning. An extension of this framework is a natural way to leverage unlabeled multi-view data in semi-supervised learning. Experimental results on a subset of the Reuters RCV1/RCV2 collections support our findings by showing that additional views obtained from MT may significantly improve the classification performance in the cases identified by our trade-off.
Keyword:
[INFO]Computer Science [cs]
URL:
https://hal.archives-ouvertes.fr/hal-01297947
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8
Fast & Confident Probabilistic Categorization
Goutte, Cyril
. - 2007
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9
Statistical Phrase-based Post-editing
Isabelle, Pierre
;
Goutte, Cyril
;
Simard, Michel
. - 2007
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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
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