Supervision : Patrick GALLINARI
Phd defence : 07/13/2001 Departure date : 08/31/2002
1998-2015 Publications
All
Articles
Book chapters
Communications
Thesis
Other publications
2015
A. Fakeri‑Tabrizi, M.‑R. Amini, C. Goutte, N. Usunier : “Multiview self-learning ”, Neurocomputing, vol. 155, pp. 117–127, (Elsevier) (2015)I. Partalas, A. Kosmopoulos, N. Baskiotis, Th. Artières, G. Paliouras, E. Gaussier, I. Androutsopoulos, M.‑R. Amini, P. Gallinari : “LSHTC: A Benchmark for Large-Scale Text Classification ”, (2015)
2013
2012
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)M.‑R. Amini, N. Usunier : “Transductive Learning over Automatically Detected Themes for Multi-Document Summarization ”, Proceedings of the 34th Annual ACM SIGIR Conference (SIGIR 2011), Beijing, China, pp. 1193-1194, (ACM) (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, (Elsevier) (2011)T. Truong, D. Buffoni, N. Usunier, M.‑R. Amini, P. Gallinari : “Modèles d’Ordonnancement pour le RĂ©sumĂ© Automatique et la Recherche d’Information ”, chapitre de Modèles Statistiques pour l'Accès Ă l'Information Textuelle, pp. 19-42, (Hermès-Lavoisier), (ISBN: 2746224976) (2011)
2010
M.‑R. Amini, C. Goutte, N. Usunier : “Combining Coregularization and Consensus-Based Self-Training for Multilingual Text Categorization ”, Proceedings of the 33rd 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 33rd Annual ACM SIGIR Conference (SIGIR 2010), Geneva, Switzerland, pp. 812-822, (ACM) (2010)M.‑R. Amini, C. Goutte : “A Co-classification Approach to Learning from Multilingual Corpora ”, Machine Learning, vol. 79 (1-2), pp. 105-121, (Springer Verlag) (2010)J.‑F. Pessiot, Y.‑M. Kim, M.‑R. Amini, P. Gallinari : “Improving Document Clustering in a Learned Concept Space ”, Information Processing and Management, vol. 46 (2), pp. 180-192, (Elsevier) (2010)Y.‑M. Kim, J.‑F. Pessiot, M.‑R. Amini, P. Gallinari : “Apprentissage d’un Espace de Concepts de Mots pour une Nouvelle ReprĂ©sentation des DonnĂ©es Textuelles ”, Document numĂ©rique - Revue des sciences et technologies de l'information. SĂ©rie Document numĂ©rique, vol. 13 (1), pp. 63-82, (Hermès) (2010)S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, Ch. Marsala, M.‑R. Amini, P. Gallinari : “Exploitation du contenu visuel pour amĂ©liorer la recherche textuelle d’images en ligne ”, Document numĂ©rique - Revue des sciences et technologies de l'information. SĂ©rie Document numĂ©rique, vol. 13 (1), pp. 187-209, (Hermès) (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)S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, Ch. Marsala, M.‑R. Amini, P. Gallinari : “Using Visual Concepts and Fast Visual Diversity to Improve Image Retrieval ”, 9th Workshop of the Cross-Language Evaluation Forum, CLEF 2008, Revised Selected Papers, vol. 5706, Lecture Notes in Computer Science, Aarhus, Denmark, pp. 577-584, (Springer Berlin / Heidelberg) (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)T. Truong, M.‑R. Amini, P. Gallinari : “Apprentissage de fonctions d’ordonnancement avec un flux de donnĂ©es non-Ă©tiquetĂ©es ”, Conference d'Apprentissage, CAP 2009, Hammamet, Tunisia (2009)Y.‑M. Kim, J.‑F. Pessiot, M.‑R. Amini, P. Gallinari : “Une extension du modèle sĂ©mantique latent probabiliste pour le partitionnement non-supervisĂ© de documents textuels ”, ConfĂ©rence d'apprentissage, CAP 2009, Hammamet, Tunisia (2009)S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, Ch. Marsala, M.‑R. Amini, P. Gallinari : “Utilisation de concepts visuels et de la diversitĂ© visuelle pour amĂ©liorer la recherche d’images ”, Actes de ConfĂ©rence en Recherche d'Informations et Applications (CORIA'09), Toulon, France, pp. 83-98 (2009)S. Tollari, M. Detyniecki, Ch. Marsala, A. Fakeri‑Tabrizi, M.‑R. Amini, P. Gallinari : “Exploiting Visual Concepts to Improve Text-Based Image Retrieval ”, European Conference on Information Retrieval (ECIR), vol. 5478, Lecture Notes in Computer Science, Toulouse, France, pp. 701-705, (Springer) (2009)T. Truong, M.‑R. Amini, P. Gallinari : “A self-training method for learning to rank with unlabeled data ”, European Symposium on Artificial Neural Networks (ESANN 2009), Bruges, Belgium, pp. 17-22 (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)Y.‑M. Kim, J.‑F. Pessiot, M.‑R. Amini, P. Gallinari : “An Extension of PLSA for Document Clustering ”, 17th ACM Conference on Information and Knowledge Management (CIKM 2008), Napa Valley, CA, United States, pp. 1345-1346, (ACM) (2008)S. Tollari, M. Detyniecki, A. Fakeri‑Tabrizi, M.‑R. Amini, P. Gallinari : “UPMC/LIP6 at ImageCLEFphoto 2008: on the exploitation of visual concepts (VCDT) ”, QUAERO/ImageCLEF Workshop on Multimedia Information Retrieval Evaluation, Aarhus, Denmark, pp. 1-10 (2008)S. Tollari, M. Detyniecki, M. Ferecatu, H. Glotin, Ph. Mulhem, M.‑R. Amini, A. Fakeri‑Tabrizi, P. Gallinari, H. Sahbi, Zh. Zhao : “Consortium AVEIR at ImageCLEFphoto 2008: on the fusion of runs ”, Working Notes for the CLEF 2008 workshop, vol. 1174, CEUR-WS, Aarhus, Denmark, (CEUR) (2008)A. Fakeri‑Tabrizi, M.‑R. Amini, S. Tollari, P. Gallinari : “UPMC/LIP6 at ImageCLEF’s WikipediaMM: An Image-Annotation Model for an Image Search-Engine ”, Working Notes for the CLEF 2008 workshop, vol. 1174, CEUR-WS, Aarhus, Denmark, (CEUR) (2008)M.‑R. Amini, T. Truong, C. Goutte : “A Boosting Algorithm for Learning Bipartite Ranking Functions with Partially Labeled Data ”, 31st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2008), Singapore, Singapore, pp. 99-106, (ACM) (2008)T. Truong, M.‑R. Amini, P. Gallinari : “Apprentissage de Fonctions d’Ordonnancement Semi-SupervisĂ© Inductives ”, Conference d'Apprentissage, CAP 2008, Porquerolles, France (2008)Y.‑M. Kim, J.‑F. Pessiot, M.‑R. Amini, P. Gallinari : “Apprentissage d’un espace de concepts de mots pour une nouvelle reprĂ©sentation des donnĂ©es textuelles ”, COnfĂ©rence en Recherche d'Information et Applications (CORIA 2008), TrĂ©gastel, France, pp. 119-134 (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)J.‑F. Pessiot, Y.‑M. Kim, M.‑R. Amini, N. Usunier, P. Gallinari : “Une mĂ©thode contextuelle d’extension de requĂŞte avec des groupements de mots pour le rĂ©sumĂ© automatique ”, Conference en Recherche d'information et Applications, CORIA 2008, TrĂ©gastel, France, pp. 289-304 (2008)
2007
M.‑R. Amini : “Apprentissage de fonctions de classification et d’ordonnancement avec des donnĂ©ees partiellement Ă©tiquetĂ©es ”, habilitation, phd defence 12/11/2007 (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 ”, ConfĂ©rence en Recherche d'Information et Applications (CORIA), Saint-Etienne, France, pp. 165-180, (UniversitĂ© de Saint-Etiennes) (2007)T. Truong, M.‑R. Amini : “Apprentissage semi-supervisĂ© de fonctions d’ordonnancement ”, Extraction et Gestion des Connaissances (EGC), vol. RNTI-E-9, RNTI, Namur, Belgium, pp. 497-507 (2007)N. Usunier, M.‑R. Amini, P. Gallinari : “Apprentissage et Systèmes de Question-RĂ©ponse ”, chapitre de La recherche d'informations prĂ©cises, TraitĂ© IC2, (Hermès-Lavoisier) (2007)
2006
T. Truong, M.‑R. Amini, P. Gallinari : “Learning to Rank with Partially Labeled Training Data ”, 1st International Conference on Multidisciplinary Information Sciences and Technologies, Merida, Spain, pp. 64-74 (2006)A. Krithara, C. Goutte, M.‑R. Amini, J.‑M. Renders : “Reducing the Annotation Burden in Text Classification ”, 1st International Conference on Multidisciplinary Information Sciences and Technologies, Merida, Spain, pp. 34-44 (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)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)J.‑F. Pessiot, T. Truong, N. Usunier, M.‑R. Amini, P. Gallinari : “Factorisation en Matrices Non-NĂ©gatives pour le Filtrage Collaboratif ”, 3e me Conference en Recherche d'Information et Applications (CORIA'06), Lyon, France, pp. 315-326 (2006)N. Usunier, M.‑R. Amini, P. Gallinari : “RĂ©sumĂ© Automatique de Texte avec un Algorithme d’Ordonnacement ”, Revue des Sciences et Technologies de l'Information - SĂ©rie ISI : IngĂ©nierie 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 - 18th 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, P. Gallinari : “Semi-supervised Learning with an Imperfect Supervisor ”, Knowledge and Information Systems (KAIS), vol. 8 (4), pp. 385-413, (Springer) (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 - 14th 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)Ch. Jacquemin, L.‑M. Ho‑Dac, B. Grau, M.‑R. Amini, P. Gallinari : “ApprĂ©hender dynamiquement les textes Ă plusieurs niveaux de dĂ©tail ”, Colloque SociĂ©tĂ© de l'Information, Lyon, France, pp. 1-6 (2005)M.‑R. Amini, N. Usunier, P. Gallinari : “Automatic Text Summarization based on Word-Clusters and Ranking Algorithms ”, ECIR 2005 - 27th 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 : “RĂ©sumĂ© Automatiques de Textes avec un algorithme d’ordonnancement ”, CORIA 2005 - 2e ConfĂ©rence en Recherche d'Informations et Applications, Grenoble, France, pp. 25-40 (2005)N. Usunier, M.‑R. Amini, P. Gallinari : “Combinaison de fonctions de prĂ©fĂ©rence par Boosting pour la recherche de passages dans les systèmes de question/rĂ©ponse ”, 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 : “GĂ©nĂ©ration de requĂŞtes pour les systèmes de Q/R avec un modèle d’apprentissage statistique ”, TALN 2004 Workshop of Question-RĂ©ponse, Fès, Morocco, pp. 1-10 (2004)M. Caillet, J.‑F. Pessiot, M.‑R. Amini, P. Gallinari : “Unsupervised Learning with Term Clustering for Thematic Segmentation of Texts ”, 7e ConfĂ©rence sur la Recherche d'Information AssistĂ©e par Ordinateur (RIAO'04), Avignon, France, pp. 648-656 (2004)J.‑F. Pessiot, M. Caillet, M.‑R. Amini, P. Gallinari : “Apprentissage non-supervisĂ© pour la segmentation automatique de textes ”, Première ConfĂ©rence en Recherche d'Information et Applications (CORIA'04), Toulouse, France, pp. 213-228 (2004)
2003
2002
J.‑N. Vittaut, M.‑R. Amini, P. Gallinari : “Learning Classification with Both Labeled and Unlabeled Data ”, Machine Learning: ECML 2002, 13th European Conference on Machine Learning, vol. 2430, Lecture Notes in Computer Science, Helsinki, Finland, pp. 468-479, (Springer) (2002)M.‑R. Amini, P. Gallinari : “The Use of Unlabeled data to Improve Supervised Learning for Text Summarization ”, SIGIR 2002 - 25th International ACM SIGIR Conference on Research and Development in Information Retrieval, Tampere, Finland, pp. 105-112, (ACM) (2002)M.‑R. Amini, P. Gallinari : “Semi-Supervised Logistic Regression ”, 15th European Conference on Artificial Intelligence (ECAI 2002), Lyon, France, pp. 390-394 (2002)M.‑R. Amini, P. Gallinari : “Apprentissage Automatique pour le RĂ©sumĂ© de Texte ”, (2002)P. Gallinari, H. Zaragoza, M.‑R. Amini : “Apprentissage et DonnĂ©es Textuelles ”, chapitre de Base de DonnĂ©es et Statistiques, (Dunod) (2002)
2001
M.‑R. Amini : “Combinaison de traducteurs pour l’analyse de sĂ©quences. Application au traitement de l’écriture ”, thesis, phd defence 07/13/2001, supervision Gallinari, Patrick (2001)M.‑R. Amini, P. Gallinari : “Automatic Text Summarization using Unsupervised and Semi-supervised Learning. ”, 12th European Conference on Machine Learning, ECML'01, vol. 2168, Lecture Notes in Computer Science, Freiburg, Germany, pp. 16-28, (Springer) (2001)M.‑R. Amini, P. Gallinari : “Learning for Text Summarization using Labeled and Unlabeled Sentences. ”, ICANN 2001 - 11th International Conference of Artificial Neural Networks, vol. 2130, Lecture Notes in Computer Science, Vienna, Austria, pp. 1177-1184, (Springer) (2001)M.‑R. Amini, P. Gallinari : “Self supervised learning for automatic text summarization by text span extraction ”, Proceedings of the 23rd BCS European Annual Colloquium on Information Retrieval (ECIR'01), Darmstadt, Germany, pp. 55-63 (2001)
2000
M.‑R. Amini : “Interactive Learning for Text Summarization ”, PKDD/MLTIA Workshop on Machine Learning and Textual Information, Lyon, France (2000)M.‑R. Amini, H. Zaragoza, P. Gallinari : “Learning for Sequence Extraction Tasks. ”, 6th Conference on "Content-Based Multimedia Information Access" (RIAO'2000), Paris, France, pp. 476-490 (2000)M.‑R. Amini, H. Zaragoza, P. Gallinari : “Utilisation de rĂ©seaux de neurones pour l’analyse de sĂ©quences dans les textes ”, CAP'2000, Saint Etienne, France (2000)
1999
M.‑R. Amini, H. Zaragoza, P. Gallinari : “Stochastic Models for Surface Information Extraction in Texts ”, 9th International Conference of Artificial Neural Networks, Edinburgh, United Kingdom, pp. 892-897 (1999)M.‑R. Amini, H. Zaragoza, P. Gallinari : “Dynamic Models for Automatic Highlighting and Surface Information Extraction ”, The 21st Annual Colloquium on IR Research, British Computer Society's Information Retrieval Specialist Group, Glasgow, United Kingdom (1999)
1998
M.‑R. Amini, P. Gallinari, F. D'AlchĂ©‑Buc, F. Bonnard, E. Fernandez : “Automated statistical recognition of Partial Discharges in insulation systems ”, ICANN 98 - 8th International Conference of Artificial Neural Netwoks, Perspectives in Neural Computing, Skövde, Sweden, pp. 701-706, (Springer) (1998)