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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 – 11 of 11 1 Bilingual Topic Models for Comparable Corpora ... Balikas, Georgios; Amini, Massih-Reza; Clausel, Marianne. - : arXiv, 2021 BASE Show details 2 Biconditional Generative Adversarial Networks for Multiview Learning with Missing Views Doinychko, Anastasiia; Amini, Massih-Reza In: Advances in Information Retrieval 42nd European Conference on IR Research, ECIR 2020, Lisbon, Portugal, April 14–17, 2020, Proceedings ; 2020 European Conference on Information Retrieval ; https://hal.archives-ouvertes.fr/hal-03178193 ; 2020 European Conference on Information Retrieval, Apr 2020, Lisbon (on line), Portugal. ⟨10.1007/978-3-030-45439-5_53⟩ (2020) Abstract: International audience ; In this paper, we present a conditional GAN with two generators and a common discriminator for multiview learning problems where observations have two views, but one of them may be missing for some of the training samples. This is for example the case for multilingual collections where documents are not available in all languages. Some studies tackled this problem by assuming the existence of view generation functions to approximately complete the missing views; for example Machine Translation to translate documents into the missing languages. These functions generally require an external resource to be set and their quality has a direct impact on the performance of the learned multiview classifier over the completed training set. Our proposed approach addresses this problem by jointly learning the missing views and the multiview classifier using a tripartite game with two generators and a discriminator. Each of the generators is associated to one of the views and tries to fool the discriminator by generating the other missing view conditionally on the corresponding observed view. The discriminator then tries to identify if for an observation, one of its views is completed by one of the generators or if both views are completed along with its class. Our results on a subset of Reuters RCV1/RCV2 collections show that the discriminator achieves significant classification performance; and that the generators learn the missing views with high quality without the need of any consequent external resource. Keyword: [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG] URL: https://hal.archives-ouvertes.fr/hal-03178193 https://doi.org/10.1007/978-3-030-45439-5_53 https://hal.archives-ouvertes.fr/hal-03178193/document https://hal.archives-ouvertes.fr/hal-03178193/file/CondGAN.pdf BASE Hide details 3 Biconditional Generative Adversarial Networks for Multiview Learning with Missing Views Doinychko, Anastasiia; Amini, Massih-Reza. - 2020 BASE Show details 4 Biconditional Generative Adversarial Networks for Multiview Learning with Missing Views ... Doinychko, Anastasiia; Amini, Massih-Reza. - : arXiv, 2019 BASE Show details 5 Concurrent Learning of Semantic Relations ... Balikas, Georgios; Dias, Gaël; Moraliyski, Rumen. - : arXiv, 2018 BASE Show details 6 Multiview self-learning Fakeri-Tabrizi, Ali; Amini, Massih-Reza; Cyril, Goutte... In: ISSN: 0925-2312 ; Neurocomputing ; https://hal.archives-ouvertes.fr/hal-01211216 ; Neurocomputing, Elsevier, 2015, 155, pp.117-127. ⟨10.1016/j.neucom.2014.12.041⟩ ; http://www.sciencedirect.com/science/article/pii/S0925231214017056 (2015) BASE Show details 7 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 8 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 9 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 10 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) BASE Show details 11 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

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