USUNIER Nicolas

Équipe : MLIA
Invité par : Patrick GALLINARI
Date d'arrivée : 12/12/2012
Date de départ : 30/12/2014

4 Docteurs 2012 - 2013

Publications 2004-2017

2017
- G. Lample, N. Zeghidour, N. Usunier, A. Bordes, L. Denoyer, M. Ranzato : “Fader Networks: Generating Image Variations by Sliding Attribute Values”, 31^st Conference on Neural Information Processing Systems (NIPS 2017), Long Beach, CA, United States, pp. 5969-5978 (2017)
2016
- Ch. Dhanjal, N. Baskiotis, S. Clémençon, N. Usunier : “An empirical comparison of V -fold penalisation and cross-validation for model selection in distribution-free regression”, Pattern Analysis and Applications, vol. 19 (1), pp. 41-53, (Springer Verlag) (2016)
2013
- C. Calauzènes, N. Usunier, P. Gallinari : “Calibration and regret bounds for order-preserving surrogate losses in learning to rank”, Machine Learning, vol. 93 (2-3), pp. 227-260, (Springer Verlag) (2013)
- M. Cisse, N. Usunier, Th. Artières, P. Gallinari : “Robust Bloom Filters for Large MultiLabel Classification Tasks”, Advances in Neural Information Processing Systems 26, Lake Tahoe, United States, pp. 1851-1859 (2013)
2012
- Ch. Dhanjal, N. Baskiotis, S. Clémençon, N. Usunier : “An Empirical Comparison of V-fold Penalisation and Cross Validation for Model Selection in Distribution-Free Regression”, (2012)
- C. Calauzènes, N. Usunier, P. Gallinari : “On the (Non-)existence of Convex, Calibrated Surrogate Losses for Ranking”, Advances in Neural Information Processing Systems 25, Lake Tahoe, NV, United States, pp. 197-205, (Curran Associates, Inc.) (2012)
2011
- S. Clémençon, N. Baskiotis, N. Usunier : “Calibrating SVMs with V-fold penalization”, Proceedings of Neural Information Processing Systems workshop on New Frontiers in Model Order Selection, Sierra Nevada, Spain (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)
- B. Pradel, N. Usunier, F. Fogelman‑Soulié, J. Delporte, S. Sean, C. Rouveirol, S. Guerif, F. Dufau‑Joel : “A Case Study in a Recommender System Based on Purchase Data”, ACM International Conference on Knowledge Discovery and Data Mining, San Diego, CA, United States, pp. 377-385, (ACM) (2011)
- M.‑R. Amini, N. Usunier : “Transductive Learning over Automatically Detected Themes for Multi-Document Summarization”, Proceedings of the 34^th Annual ACM SIGIR Conference (SIGIR 2011), Beijing, China, pp. 1193-1194, (ACM) (2011)
- D. Buffoni, C. Calauzènes, P. Gallinari, N. Usunier : “Learning Scoring Functions with Order-Preserving Losses and Standardized Supervision”, The 28^th International Conference on Machine Learning (ICML 2011), Bellevue, WA, United States, pp. 825-832 (2011)
- T. Truong, D. Buffoni, N. Usunier, M.‑R. Amini, P. Gallinari : “Modèles d’Ordonnancement pour le Résumé Automatique et la Recherche d’Information”, chapitre de Modèles Statistiques pour l'Accès à l'Information Textuelle, pp. 19-42, (Hermès-Lavoisier), (ISBN: 2746224976) (2011)
2010
- A. Medem Kuatse, R. Teixeira, N. Usunier : “Predicting Critical Intradomain Routing Events”, Proceedings of the Global Communications Conference (GLOBECOM 2010), Miami, Florida, United States, pp. 1-5, (IEEE) (2010)
- B. Pradel, A. Brenner, N. Usunier, P. Gallinari : “Predicting Most Rated Items in Weekly Recommendation with Temporal Regression”, Workshop on Context-Aware Movie Recommendation, CAMRa '10, Barcelona, Spain, pp. 24-27, (ACM) (2010)
- A. Fakeri‑Tabrizi, S. Tollari, N. Usunier, P. Gallinari : “UPMC/LIP6 at ImageCLEFannotation 2010”, Working Notes for CLEF 2010 Conference, vol. 1176, CEUR-WS, Padua, Italy, (CEUR) (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)
- A. Bordes, N. Usunier, J. Weston : “Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences”, Proceedings of the 27^th International Conference on Machine Learning, Haifa, Israel, pp. 103-110, (Omnipress) (2010)
- D. Buffoni, N. Usunier, P. Gallinari : “Apprentissage de fonctions d’ordonnancement par classification de paires ordonnées et pondérées (OWPC)”, Conference en Recherche d'information et Applications, CORIA 2010, Sousse, Tunisia, pp. 67-82, (ARIA) (2010)
- N. Usunier, A. Bordes, L. Bottou : “Guarantees for Approximate Incremental SVMs”, 13^th International Conference on Artificial Intelligence and Statistics, vol. 9, JMLR: Workshop and Conference Proceedings, Chia Laguna Resort, Sardinia, Italy, pp. 884-891 (2010)
- A. Bordes, N. Usunier, R. Collobert, J. Weston : “Towards Understanding Situated Natural Language”, 13^th International Conference on Artificial Intelligence and Statistics, vol. 9, JMLR: Workshop and Conference Proceedings, Chia Laguna Resort, Sardinia, Italy, pp. 65-72 (2010)
- A. Fakeri‑Tabrizi, S. Tollari, N. Usunier, P. Gallinari : “Improving Image Annotation in Imbalanced Classification Problems with Ranking SVM”, Multilingual Information Access Evaluation II. Multimedia Experiments, vol. 6242, Lecture Notes in Computer Science, Corfu, Greece, pp. 291-294, (Springer) (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)
- D. Buffoni, N. Usunier, P. Gallinari : “LIP6 at INEX’09: OWPC for Ad Hoc Track”, 8^th International Workshop of the Initiative for the Evaluation of XML Retrieval, INEX 2009, vol. 6203, Lecture Notes in Computer Science, Brisbane, Australia, pp. 59-69, (Springer) (2009)
- M.‑R. Amini, N. Usunier : “Incorporating Prior Knowledge into a Transductive Ranking Algorithm for Multi-Document Summarization”, ACM International Conference on Research and Development in Information Retrieval, Boston, United States, pp. 704-705, (ACM) (2009)
- N. Usunier, D. Buffoni, P. Gallinari : “Ranking with ordered weighted pairwise classification”, International Conference on Machine Learning, Montreal, Quebec, Canada, pp. 1057-1064, (ACM) (2009)
2008
- M.‑R. Amini, F. Laviolette, N. Usunier : “A Transductive Bound for the Voted Classifier with an Application to Semi-Superivsed Learning”, Advances in Neural Information Processing Systems, Vancouver, Canada (2008)
- J.‑F. Pessiot, Y.‑M. Kim, M.‑R. Amini, N. Usunier, P. Gallinari : “Une méthode contextuelle d’extension de requête avec des groupements de mots pour le résumé automatique”, Conference en Recherche d'information et Applications, CORIA 2008, Trégastel, France, pp. 289-304 (2008)
- A. Bordes, N. Usunier, L. Bottou : “Sequence Labelling SVMs Trained in One Pass”, ECML PKDD 2008 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, vol. 5211, Lecture Notes in Computer Science, Anvers, Belgium, pp. 146-161, (Springer) (2008)
2007
- Ch. Marsala, M. Detyniecki, N. Usunier, M.‑R. Amini : “High-Level Feature Detection with Forests of Fuzzy Decision Trees combined with the RankBoost”, TRECVID 2007 workshop participants notebook papers, Gaithersburg, MD, United States, (NIST) (2007)
- J.‑F. Pessiot, T. Truong, N. Usunier, M.‑R. Amini, P. Gallinari : “Learning to Rank for Collaborative Filtering”, International Conference on Enterprise Information Systems (ICEIS), Madeira, Portugal, pp. 145-151 (2007)
- M.‑R. Amini, A. Tombros, N. Usunier, M. Lalmas : “Learning Based Summarisation of XML Documents”, Information Retrieval Journal, vol. 10 (3), pp. 233-255, (Springer) (2007)
- M.‑R. Amini, N. Usunier : “A Contextual Query Expansion Approach by Term Clustering for Robust Text Summarization”, Document Understanding Conference (DUC), Rochester, United States, pp. 48-55 (2007)
- J.‑F. Pessiot, T. Truong, N. Usunier, M.‑R. Amini, P. Gallinari : “Filtrage Collaboratif avec un Algorithme d’Ordonnancement”, Conférence en Recherche d'Information et Applications (CORIA), Saint-Etienne, France, pp. 165-180, (Université de Saint-Etiennes) (2007)
- N. Usunier, M.‑R. Amini, P. Gallinari : “Apprentissage et Systèmes de Question-Réponse”, chapitre de La recherche d'informations précises, Traité IC2, (Hermès-Lavoisier) (2007)
2006
- N. Usunier : “Apprentissage de fonctions d’ordonnancement: une étude théorique de la réduction à la classification binaire et deux applications à la Recherche d’Information”, thèse, soutenance 11/12/2006, direction de recherche Gallinari, Patrick, rapporteurs : AMINI Massih-Reza (2006)
- A. Lacasse, F. Laviolette, M. Marchand, P. Germain, N. Usunier : “PAC-Bayes Bounds for the Risk of the Majority Vote”, Advances in Neural Information Processing Systems (NIPS'06), Vancouver, Canada, pp. 769-776, (MIT Press) (2006)
- M.‑R. Amini, N. Usunier, F. Laviolette, A. Lacasse, P. Gallinari : “A Selective Sampling Strategy for Label Ranking”, European Conference on Machine Learning (ECML'06), vol. 4212, Lecture Notes in Computer Science, Berlin, Germany, pp. 18-29, (Springer) (2006)
- J.‑F. Pessiot, T. Truong, N. Usunier, M.‑R. Amini, P. Gallinari : “Factorisation en Matrices Non-Négatives pour le Filtrage Collaboratif”, 3^eme Conference en Recherche d'Information et Applications (CORIA'06), Lyon, France, pp. 315-326 (2006)
- N. Usunier, M.‑R. Amini, P. Gallinari : “Résumé Automatique de Texte avec un Algorithme d’Ordonnacement”, Revue des Sciences et Technologies de l'Information - Série ISI : Ingénierie des Systèmes d'Information, vol. 11 (2), pp. 71-91, (Lavoisier) (2006)
2005
- N. Usunier, M.‑R. Amini, P. Gallinari : “Generalisation Error Bounds for Classifiers Trained with Interdependent Data”, NIPS 2005 - 18^th International Conference on Neural Information Processing Systems, Vancouver, Canada, pp. 1369-1376, (MIT Press) (2005)
- N. Usunier, T. Truong, M.‑R. Amini, P. Gallinari : “Ranking with Unlabeled Data: A First Study”, NIPS'05 Workshop on Learning to Rank (NIPS'05-LR), Whistler, BC, Canada, pp. 24-28 (2005)
- M.‑R. Amini, T. Anastasios, N. Usunier, M. Lalmas, P. Gallinari : “Learning to Summarise XML Documents by Combining Content and Structure Features”, CIKM 2005 - 14^th ACM international conference on Information and knowledge management, Bremen, Germany, pp. 297-298, (ACM) (2005)
- N. Usunier, M.‑R. Amini, P. Gallinari : “A Data-dependent Generalisation Error Bound for the AUC”, ICML'05 workshop on ROC Analysis in Machine Learning, Bonn, Germany (2005)
- M.‑R. Amini, N. Usunier, P. Gallinari : “Automatic Text Summarization based on Word-Clusters and Ranking Algorithms”, ECIR 2005 - 27^th European Conference on Information Retrieval, vol. 3408, Lecture Notes in Computer Science, Santiago de Compostela, Spain, pp. 142-156, (Springer) (2005)
- N. Usunier, M.‑R. Amini, P. Gallinari : “Résumé Automatiques de Textes avec un algorithme d’ordonnancement”, CORIA 2005 - 2^e Conférence en Recherche d'Informations et Applications, Grenoble, France, pp. 25-40 (2005)
- N. Usunier, M.‑R. Amini, P. Gallinari : “Combinaison de fonctions de préférence par Boosting pour la recherche de passages dans les systèmes de question/réponse”, Extraction et Gestion de Connaissances (EGC'05), vol. RNTI-E-3, RNTI, Paris, France, pp. 1-6 (2005)
2004
- N. Usunier, M.‑R. Amini, P. Gallinari : “Boosting Weak Ranking Functions to Enhance Passage Retrieval for Question Answering”, SIGIR 2004 workshop on Information Retrieval for Question Answering, Shefield, United Kingdom (2004)
- N. Usunier, M.‑R. Amini, P. Gallinari : “Génération de requêtes pour les systèmes de Q/R avec un modèle d’apprentissage statistique”, TALN 2004 Workshop of Question-Réponse, Fès, Morocco, pp. 1-10 (2004)