DBLP  Google Scholar
Habilitation à Diriger des Recherches - Professorial Thesis

Apprentissage de Fonctions de Classification et d'Ordonnancement avec des Données Partiellement Etiquetées.   Amini M.-R.  Habilitation à Diriger des Recherches, spécialité Informatique, Université de Paris 6, Décembre 2007.


Thèse - Ph.D. Thesis

Apprentissage Automatique et Recherche de l'Information : application à l'Extraction d'Information de Surface et au Résumé de texte.   Amini M.-R.  Thèse de Doctorat en Informatique, Université de Paris 6, Juillet 2001.  [pdf  2 516K]


Livres - Books

Machine Learning.   Amini M.-R.   Éditions Eyrolles, ISBN 978-2-212-67947-2,   pp. I-XVIII; 1-308, juin 2020 (Second edition)

Data Science: cours et exercices.   Amini M.-R., Blanch R., Clausel M., Durand J.-B., Gaussier E., Malick J., Picard C., Quéma V., Quénot G. -   Éditions Eyrolles, ISBN 978-2-212-67410-1,   pp. 1-272, août 2018

Recherche d'Information - applications, modèles et algorithmes.   Amini M.-R., Gaussier É.   Éditions Eyrolles, 978-2-212-13532-9,   pp. I-XIX; 1-233, avril 2017 (Second edition)

Learning with Partially Labeled and Interdependent Data.   Amini M.-R., Usunier N.   Éditions Springer, ISBN 978-3-319-15725-2,   pp. I-XV; 1-102, mai 2015


Chapitres de livres - Chapters in collective books

Learnable Ranking Models for Automatic Text Summarization and Information Retrieval Amini M.-R., Buffoni D., Gallinari P., Truong V., Usunier N.  Chapitre de livre Textual Information Access. édité par Eric Gaussier et Francois Yvon, édition ISTE/Wiley, 2012, chapitre 2

Modèles d'Ordonnancement pour le Résumé Automatique et la Recherche d'Information Truong V., Buffoni D., Usunier N., Amini M.-R., Gallinari P. Chapitre de livre Modèles Probabilistes pour l'Accès à l'Information Textuelle. édité par Eric Gaussier et Francois Yvon, édition Hermès-Lavoisier 2011, chapitre 2

Apprentissage et Systèmes de Question-Réponse.  Usunier N., Amini M.-R. Gallinari P. Chapitre de livre La recherche d'informations précises. édité par Brigitte Grau et Jean-Pierre Chevallet, édition Hermès-Lavoisier 2007, chapitre 3

Apprentissage et Données Textuelles.  Gallinari P., Zaragoza H., Amini M.-R.  Chapitre de livre Bases de données et statistique. édité par Annie Morin, Patrick Bosc, Georges Hebrail, Ludovic Lebart, édition Dunod 2002 


Brevet - Patent

Text categorization based on co-classification learning from multilingual corpora Amini M.-R., Goutte C.   Application Number: 61254009, Current International Class: G06F 17/00 (20130101); G06F 17/2809 (20130101); G06F 17/30707 (20130101); G06Q, May 2013

Revues avec comité de lecture - Journals with editorial board

Wrapper feature selection with partially labeled data Feofanov V., Devijver E., Amini M.-R. Applied Intelligence Springer, 52(11):12316-12329, 2022 [pdf 876 KB] [bibTeX]

A Semi-Supervised Multi-Task Learning Approach for Predicting Short-Term Kidney Disease Evolution Bernardini M., Luca R. Frontoni E., Amini M.-R. Journal of Biomedical and Health Informatics IEEE, 10(/JBHI.2021):, 2021 [pdf 563 KB] [bibTeX]

Learning over No-Preferred and Preferred Sequence of Items for Robust Recommendation Burashnikova A., Maximov Y., Clausel M., Laclau C., Iutzeler F., Amini M.-R. Journal of Artificial Intelligence Research AAAI Press, 71():121-142, 2021 [pdf 523 KB] [bibTeX]

User preference and embedding learning with implicit feedback for recommender systems. Sidana S., Trofimov M., Horodnytskyi O., Laclau C., Maximov Y., Amini M.-R. Data Mining and Knowledge Discovery Springer, 35(2):568-592, 2021 [pdf 645 KB] [bibTeX]

Distributed Learning with Sparse Communications by Identification Grishchenko D., Iutzeler F., Malick J., Amini M.-R. SIAM Journal on Mathematics of Data Science MathSci.ai, 3(2):715-735, 2021 [pdf 903 KB] [bibTeX]

Multiview Boosting by Controlling the Diversity and the Accuracy of View-specific Voters Goyal A., Morvant E., Germain P., Amini M.-R. Neurocomputing Elsevier, 358():81-92, 2019 [pdf 1,6 MB] [bibTeX]

Rademacher Complexity Bounds for a Penalized Multi-class Semi-supervised Algorithm Maximov Y., Amini M.-R., Harchaoui Z. Journal of Artificial Intelligence Research AAAI Press, 61(1):761-786, 2018 [pdf 176 KB] [bibTeX]

Health Monitoring on Social Media over Time Sidana S., Amer-Yahia S., Clausel M., Rebai M., Mai S.-T., Amini M.-R. IEEE Transactions on Knowledge and Data Engineering Computer society, 29(1):1-14, 2018 [pdf 1.3 MB] [bibTeX]

Large-scale asynchronous distributed learning based on parameter exchanges Joshi B., Iutzeler F., Amini M.-R. International Journal of Data Science and Analytics Springer, 5(11):1-10, 2018 [pdf 586 KB] [bibTeX]

Exploring the space of information retrieval term scoring functions Goswami P., Gaussier E., Amini M.-R. Information Processing & Management Elsevier, 53(2):454-472, 2017 [pdf 140 KB] [bibTeX]

Learning Taxonomy Adaptation in Large-scale Classification Babbar R., Partalas I., Gaussier E., Amini M.-R., Amblard C. Journal of Machine Learning Research , 17(98):1-37, 2016 [pdf 503 KB] [bibTeX]

Multiview Self-Learning Fakeri-Tabrizi A., Amini M.-R., Goutte C., Usunier N. Neurocomputing Elseiver, 155(1):117-127, 2015 [pdf 554 KB] [bibTeX]

On power law distributions in large-scale taxonomies Babbar R., Metzig C., Partalas I. Gaussier E., Amini M.-R. SIGKDD Explorations Association for Computing Machinery, 16(1):47-56, 2014 [pdf 2.3 MB] [bibTeX]

On using a Quantum Physics formalism for Multi-document Summarisation Piwowarski B., Amini M.-R., Lalmas M. Journal of the American Society for Information Science Wiley-Blackwell, 63(5):865-888, 2012 [pdf 361 KB] [bibTeX]

Learning Aspect Models with Partially Labeled Data Krithara A., Amini M.-R., Goutte C., Renders J.-M. Journal of Pattern Recognition Letters Elsevier, 32(2):297-304, 2011 [pdf 445 KB] [bibTeX]

A Co-classification Approach to Learning from Multilingual Corpora Amini M.-R., Goutte C. Machine Learning Journal Springer, 79(1-2):105-121, 2010 [pdf 582 KB] [bibTeX]

Improving Document Clustering in a Learned Concept Space Pessiot J.-F., Kim Y., Amini M.-R., Gallinari P. Information Processing & Management Elsevier, 46(2):180-192, 2010 [pdf 504 KB] [bibTeX]

Exploitation du Contenu Visuel pour Améliorer la Recherche Textuelle d'Images en Ligne Tollari S., Detyniecki M., Marsala C., Fakeri A., Amini M.-R., Gallinari P. Document Numérique Lavoisier, 13(1):189-211, 2010 [pdf 387 KB] [bibTeX]

Apprentissage d'un Espace de Concepts de Mots pour une Nouvelle Représentation des Données Textuelles Kim Y., Pessiot J.-F., Amini M.-R., Gallinari P. Document Numérique Lavoisier, 13(1):63-82, 2010 [pdf 1434 KB] [bibTeX]

Learning Based Summarization of XML Documents Amini M.-R., Tombros A., Usunier N., Lalmas M. Information Retrieval Journal Springer Netherlands, 10(3):233-255, 2007 [pdf 276 KB] [bibTeX]

Résumé Automatique de Texte avec un Algorithme d'Ordonnacement Usunier N. Amini M.-R., Gallinari P. Ingénierie des Systèmes d'Information Hermès, Paris, 11(2):71-91, 2006 [pdf 355 KB] [bibTeX]

Semi-supervised Learning with an Imperfect Supervisor Amini M.-R., Gallinari P. Knowledge and Information Systems Springer-Verlag, London, 8(4):385-413, 2005 [pdf 296 Kb] [bibTeX]


Conférences nationales et internationales avec comité de lecture - Conferences with Proceedings and Program Committee

Generalization Guarantees of Self-Training of Halfspaces under Label Noise Corruption Hadjadj L., Amini M.-R., Louhichi S. International Joint Conference on Artificial Intelligence (IJCAI 2023), p. 3777-3785 [pdf 197 KB] [bibTeX]

Low-Rank Updates of pre-trained Weights for Multi-Task Learning. Audibert A., Amini M.-R., Usevich K., Clausel M. Findings of the Association for Computational Linguistics (ACL (Findings) 2023), p. 57544-7554 [pdf 451 KB] [bibTeX]

Se2NAS: Self-Semi-Supervised architecture optimization for Semantic Segmentation Pauletto L., Amini M.-R., Winckler N. International Conference on Patterne Recognition (ICPR 2022), p. 54-60 [pdf 714 KB] [bibTeX]

Recommender Systems: When Memory Matters Burashnikova A., Clausel M., Amini M.-R., Maximov Y., Dante N. European Conference on Information Retrieval (ECIR 2022), p. 56-63 [pdf 714 KB] [bibTeX]

Correlating Test Events With Monitoring Logs For Test Log Reduction And Anomaly Prediction Afshinpour B., Groz R., Amini M.-R. IEEE International Symposium on Software Reliability Engineering Workshops (ISSRE 2022), p. 274-280 [pdf 923 KB] [bibTeX]

Telemetry-Based Software Failure Prediction by Concept-Space Model Creation Afshinpour B., Groz R., Amini M.-R. 22nd IEEE International Conference on Software Quality, Reliability and Security (QRS 2022), p. 199-208 [pdf 785 KB] [bibTeX]

Uplift Modeling with Generalization Guarantees Betlei A., Diemert E., Amini M.-R. ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD 2021), p. 55-65 [pdf 1,1 MB] [bibTeX]

Self-learning for Received Signal Strength Map Reconstruction with Neural Architecture Search Malkova A., Pauletto L., Villien C., Denis B., Amini M.-R. International Conference on Artificial Neural Networks (ICANN 2021), p. 515-526 [pdf 483 KB] [bibTeX]

Apprentissage séquentiel de préférence utilisateurs pour les systèmes de recommandation Burashnikova A., Maximov Y., Clausel M., Laclau C., Iutzeler F., Amini M.-R. Conférence sur l'Apprentissage Automatique (CAp 2021), p. 66-77 [pdf 298 KB] [bibTeX]

Bornes du vote majoritaire multi-classes en présence du bruit sur les étiquettes de classes Feofanov V., Devijver E., Amini M.-R. Conférence sur l'Apprentissage Automatique (CAp 2021), p. 55-66 [pdf 307 KB] [bibTeX]

Techniques d'Auto-Apprentissage et Recherche Automatique d'Architecture Neuronale pour la Reconstruction de Cartes de Puissance Radio Malkova A., Pauletto L., Villien C., Denis B., Amini M.-R. Conférence sur l'Apprentissage Automatique (CAp 2021), p. 43-54 [pdf 638 KB] [bibTeX]

Biconditional Generative Adversarial Networks for Multiview Learning with Missing Views Doinychko A., Amini M.-R. European Conference on Information Retrieval (ECIR 2020), p. 807-820 [pdf 743 KB] [bibTeX]

Neural Architecture Search for Extreme Multi-label Text Classification Pauletto L., Amini M.-R., Babbar B., Winckler N. International Conference on Neural Information Processing (ICONIP 2020), p. 282-293 [pdf 661 KB] [bibTeX]

Reducing Regression Test Suites using the Word2Vec Natural Language Processing Tool Afshinpour B., Groz R., Amini M.-R., Ledru Y., Oriat C. Natural Language Processing Advancements for Software Engineering (NLPaSE 2020), p. 43-53 [pdf 2,9 MB] [bibTeX]

Transductive Bounds for the Multi-Class Majority Vote Classifier Feofanov V., Devijver E., Amini M.-R. Association for the Advancement of Artificial Intelligence (AAAI 2019), p. 3566-3573 [pdf 680 KB] [bibTeX]

Sequential Learning over Implicit Feedback for Robust Large-Scale Recommender Systems Burashnikova A., Maximov Y., Amini M.-R. European Conference on Machine Learning and Practices and Principles of Knowledge Discovery in Databases (ECML/PKDD 2019), p. 253-269 [pdf 1,1 MB] [bibTeX]

Learning Lexical-Semantic Relations Using Intuitive Cognitive Links Balikas G., Dias G., Moraliyski R., Akhmouch H., Amini M.-R. European Conference on Information Retrieval (ECIR 2019), p. 3-18 [pdf 248 KB] [bibTeX]

A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning Mishchenko K., Iutzeler F., Malick J., Amini M.-R. Proceedings of 35th International Conference on Machine Learning (ICML 2018), p. 3584- 3592 [pdf 322 ko] [bibTeX]

Uplift Prediction with Dependent Feature Representation in Imbalanced Treatment and Control Conditions Betlei A., Diemert E., Amini M.-R. Proceedings of the 25th conference on Neural Information Processing (ICONIP 2018), p. 47-57 [pdf 321 ko] [bibTeX]

Heterogeneous Dyadic Multi-task Learning with Implicit Feedback Moura S., Asarbaev A., Amini M.-R., Maximov Y. Proceedings of 15th International Conference on Neural Information Processing (ICONIP 2018), p. 660- 672 [pdf 415 ko] [bibTeX]

Multiview Learning of Weighted Majority Vote by Bregman Divergence Minimization Goyal A., Morvant E., Amini M.-R. Proceddings of the 17th International Symposium on Intelligent Data Analysis (IDA 2018), p. 124-136 [pdf 416 ko] [bibTeX]

Cross-lingual Document Retrieval using Regularized Wasserstein Distance Balikas G., Laclau C., Redko I., M.-R. Amini Proceedings of the 40th European Conference on Information Retrieval (ECIR 2018), p. 398-410 [pdf 345 ko] [bibTeX]

Learning to recommend diverse items over implicit feedback on PANDOR Sidana S., Laclau C., Amini M.-R. Proceedings of the 12th Conference on Recommender Systems (RecSys 2018), p. 427-431 [pdf 745 ko] [bibTeX]

A Large Scale Benchmark for Uplift Modeling Diemert E., Betlei A., Renaudin C., Amini M.-R. 2018 AdKDD&TargetAd KDD workshop (AdKDD 2018), p. 1-6 [pdf 721 ko] [bibTeX]

Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text Classification Joshi B., Amini M.-R., Partalas I., Iutzeler F., Maximov Y. Advances in Neural Information Processing Systems 30 (NIPS 2017), p. 4162-4171 [pdf 776 KB] [bibTeX]

Topical Coherence in LDA-based Models through Induced Segmentation Amoualian H., Lu W., Gaussier E., Balikas G., Amini M.-R., Clausel M. 55th Association for Computational Linguistics (ACL 2017), p. 1799-1809 [pdf 356 KB] [bibTeX]

PAC-Bayesian Analysis for a two-step Hierarchical Mutliview Learning Approach Goyal A., Morvant E., Germain P., Amini M.-R. 27th European Conference on Machine Learning (ECML-PKDD 2017), p. 1-16 [pdf 668 KB] [bibTeX]

On a Topic Model for Sentences Balikas G., Moura S., Amini M.-R. 40th International ACM SIGIR conference on Research and Development in Informa- tion Retrieval (SIGIR 2017), p. 1005-1008 [pdf 351 KB] [bibTeX]

KASANDR: A Large-Scale Dataset with Implicit Feedback for Recommendation Sidana S., Laclau C., Amini M.-R., Vandelle G., Bois-Crettez A. 40th International ACM SIGIR conference on Research and Development in Information Retrieval (SIGIR 2017), p. 1245-1248 [pdf 90 KB] [bibTeX]

Streaming-LDA: A Copula-based Approach to Modeling Topic Dependencies in Document Streams Amoualian H., Clausel M., Gaussier E., Amini M.-R. 22nd International Conference on Knowledge Discovery and Data Mining (SIGKDD 2016), p. 695--704 [pdf 420 KB] [bibTeX]

Modeling topic dependencies in semantically coherent text spans with copulas Balikas G., Amoualian H., Clausel M., Gaussier E., Amini M.-R. 26th International Conference on Computational Linguistics (COLING 2016), p. 1767--1776 [pdf 489 KB] [bibTeX]

On a Topic Model for Sentences Balikas G., Clausel M., Amini M.-R. 39th International conference on Research and Development in Information Retrieval (SIGIR 2016), p. 921--924 [pdf 526 KB] [bibTeX]

Health Monitoring on Social Media over Time Sidana S., Mishra S., Amer-Yahia S., Clausel M., Amini M.-R. 39th International conference on Research and Development in Information Retrieval (SIGIR 2016), p. 849--852 [pdf 668 KB] [bibTeX]

Asynchronous Distributed Matrix Factorization with Similar User and Item Based Regularization Joshi B., Iutzeler F., Amini M.-R. 10th ACM Conference on Recommender Systems (RecSys 2016), p. 75--78 [pdf 288 KB] [bibTeX]

Multi-label, Multi-class Classification Using Polylingual Embeddings Balikas G., Amini M.-R. 38th European Conference on IR Research (ECIR 2016), p. 723--728 [pdf 291 KB] [bibTeX]

TwiSE at SemEval-2016 Task 4 : Twitter Sentiment Classi cation Balikas G., Amini M.-R. 10th International Workshop on Semantic Evaluation (SemEval 2016), p. 85--91 [pdf 156 KB] [bibTeX]

An empirical study on large scale text classification with skip-gram embeddings Balikas G., Amini M.-R. SIGIR Workshop on Neural Information Retrieval (Neu-IR 2016), p. 1--5 [pdf 360 KB] [bibTeX]

Théorèmes PAC-Bayesiens pour l'Apprentissage Multivues Goyal A., Morvant E., Germain P., Amini M.-R. 18ème Conférence Francophone sur l'Apprentissage Automatique (CAp 2016), p. 1--8 [bibTeX]

Entropy-Based Concentration Inequalities for Dependent Variables Ralaivola L., Amini M.-R. 32nd International Conference on Machine Learning (ICML 2015), p. 2436-2444 [pdf 318 KB] [bibTeX]

Supervised topic classi fication for modeling a hierarchical conference structure Kuznetsov M., Clausel M., Amini M.-R., Gaussier E., Strijov V. 22nd International Conference on Neural Information Processing (ICONIP 2015) [pdf 573 KB] [bibTeX]

Algorithmic Robustness for Semi-Supervised (epsilon,gamma,tau)-Good Metric Learning Nicolae M.-I., Sebban M., Habrard A., Gaussier E., Amini M.-R. 22nd International Conference on Neural Information Processing (ICONIP 2015) [pdf 393 KB] [bibTeX]

Efficient Model Selection for Regularized Classifi cation by Exploiting Unlabeled Data Balikas G., Partalas I., Gaussier E., Babbar R., Amini M.-R. 14th International Symposium on Intelligent Data Analysis (IDA 2015) [pdf 523 KB] [bibTeX]

On Binary Reduction of Large-scale Multiclass Classification Problems Joshi B., Amini M.-R., Partalas I., Ralaivola L., Usunier N., Gaussier E. 14th International Symposium on Intelligent Data Analysis (IDA 2015) [pdf 444 KB] [bibTeX]

Language-independent Query Representation for IR Model Parameter Estimation on Unlabeled Collections Goswami P., Amini M.-R., Gaussier E. International Conference on the Theory of Information Retrieval (ICTIR 2015) [pdf 772 KB] [bibTeX]

Study of Heuristic IR Constraints Under Function Discovery Framework Goswami P., Gaussier E., Amini M.-R. International Conference on the Theory of Information Retrieval (ICTIR 2015) [pdf 265 KB] [bibTeX]

Sparsification of Linear Models for Large-Scale Text Classification Moura S., Partalas I., Amini M.-R. 17ème Conférence Francophone sur l'Apprentissage Automatique (CAp 2015) [pdf 338 KB] [bibTeX]

Learning language-independent sentence representations for multi-lingual, multi-document summarization Balikas G., Amini M.-R. 17ème Conférence Francophone sur l'Apprentissage Automatique (CAp 2015) [pdf 308 KB] [bibTeX]

Transfer Learning for IR Model Parameter Tuning Goyal A., Balikas G., Goswami P., Amini M.-R., Gaussier E. 17ème Conférence Francophone sur l'Apprentissage Automatique (CAp 2015) [pdf ] [bibTeX]

À la recherche des paramètres des modèles de RI Goswami P., Gaussier E., Amini M.-R. 12ème Conférence en Recherche d'Infomations et Applications (CORIA 2015), p. 173-187 [pdf 330 KB] [bibTeX]

Re-ranking Approach to Classification in Large-scale Power-law Distributed Category Systems Babbar R., Partalas I., Gaussier E., Amini M.-R. Proceedings of the 37th Annual ACM SIGIR Conference (SIGIR 2014), p. 1059-1062 [pdf 112 KB] [bibTeX]

Exploring the Space of IR Functions Goswami P., Moura S., Gaussier E., Amini M.-R., Maes F. Proceedings of the 36th European Conference on Information Retrieval (ECIR 2014), p. 372-384 [pdf 361 KB] [bibTeX]

Web-scale Classification: Web Classification in the Big Data Era Partalas I., Amini M.-R., Androutsopoulos I., Artieres T., GallinariP., Gaussier E., Paliouras G. Proceedings of the 7th ACM International Conference on Web Search and Data Mining (WSDM 2014), p. 687-688 [pdf 91 KB] [bibTeX]

On Flat versus Hierarchical Classification in Large-Scale Taxonomies Babbar R., Partalas I., Gaussier E., Amini M.-R. Advances in Neural Information Processing Systems 26 (NIPS) [bibTeX]

Multiview Semi-Supervised Ranking for Automatic Image Annotation Fakeri-Tabrizi A., Amini M.-R., Gallinari P. ACM International Conference on Multimedia (MM 2013) [pdf 163 KB] [bibTeX]

Transferring Knowledge with Source Selection to Learn IR Functions on Unlabeled Collections Goswami P., Amini M.-R., Gaussier E. ACM International Conference on Information and Knowledge Management (CIKM 2013) [pdf 348 KB] [bibTeX]

Maximum-margin Framework for Training Data Synchronization in Large-scale Hierarchical Classification Babbar R., Partalas I., Gaussier E., Amini. M.-R. International Conference on Neural Information Processing (ICONIP 2103) [pdf 292 KB] [bibTeX]

Comparative Classifier Evaluation for Web-scale Taxonomies using Power Law Babbar R., Partalas I., Metzig C., Gaussier E., Amini M.-R. European Semantic Web Conference (ESWC 2013) [pdf 247 KB] [bibTeX]

Fast on-line learning for multilingual categorization Kovesi M., Goutte C., Amini M.-R. Proceedings of the 35th Annual ACM SIGIR Conference (SIGIR 2012), p. 1071-1072 [pdf 189 KB] [bibTeX]

Multiview Semi-Supervised Learning for Ranking Multilingual Documents Usunier N., Amini M.-R., Goutte C. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2011) [pdf 214 KB] [bibTeX]

Transductive Learning over Automatically Detected Themes for Multi-Document Summarization Amini M.-R., Usunier N. Proceedings of the 34th Annual ACM SIGIR Conference (SIGIR 2011) [pdf 80 KB] [bibTeX]

Combining Coregularization and Consensus-based Self-Training for Multilingual Text Categorization Amini M.-R., Goutte C., Usunier N. Proceedings of the 33rd Annual ACM SIGIR Conference (SIGIR 2010), p. 475-482 [pdf 199 KB] [bibTeX]

Multiview Clustering of Multilingual Documents Kim Y., Amini M.-R., Goutte C., Gallinari P. Proceedings of the 33rd Annual ACM SIGIR Conference (SIGIR 2010), p. 821-822 [pdf 92 KB] [bibTeX]

An Extension of the Aspect PLSA Model to Active and Semi-supervised Learning for Text Classification Krithara A., Amini M.-R., Goutte C., Render J.-M. Proceedings of the 6th Hellenic Conference on Artificial Intelligence (SETN 2010), p. 183-192 [bibTeX]

Probabilistic Tensor Factorization and Model Selection Goutte C., Amini M.-R. Proceedings of the NIPS'10 workshop on Tensors, Kernels, and Machine Learning (NIPS-TKML 2010) [pdf 96 KB] [bibTeX]

UPMC/LIP6 at ImageCLEFannotation 2010 Fakeri A., Tollari S., Usunier N., Amini M.-R., Gallinari P. ImageCLEF Workshop on Multimedia Information Retrieval Evaluation (ImageCLEF) [bibTeX]

Learning from Multiple Partially Observed Views -- an Application to Multilingual Text Categorization Amini M.-R., Usunier N., Goutte G. Advances in Neural Information Processing Systems 22 (NIPS 2009), p. 28-36 [pdf 113 KB] [bibTeX]

Incorporating Prior Knowledge into a Transductive Ranking Algorithm for Multi-Document Summarization Amini M.-R., Usunier N. Proceedings of the 32nd International ACM SIGIR Conference (SIGIR 2009), p. 704-705 [pdf 762 KB] [bibTeX]

A self-training method for learning to rank with unlabeled data Truong V., Amini M.-R., Gallinari P. Proceedings of the 11th European Symposium on Artificial Neural Networks (ESANN 2009), p. 17-22 [pdf 378 KB] [bibTeX]

Exploiting Visual Concepts to Improve Text-Based Image Retrieval Tollari S., Detyniecki M., Marsala C., Fakeri A., Amini M.-R., Gallinari P. Proceedings of the 31st European Conference on Information Retrieval (ECIR 2009), p. 701-705 [pdf 79 KB] [bibTeX]

Apprentissage de fonctions d'ordonnancement avec un flux de données non-étiquetées Truong V., Amini M.-R., Gallinari P. Proceedings of the 11ème Conférence Francophone sur l'Apprentissage Automatique (CAp 2009) [pdf 161 KB] [bibTeX]

Une extension du modèle sémantique latent probabiliste pour le partitionnement non-supervisé de documents textuels Kim Y., Pessiot J.-F., Amini M.-R., Gallinari P. Proceedings of the 11ème Conférence Francophone sur l'Apprentissage Automatique (CAp 2009) [pdf 113 KB] [bibTeX]

Utilisation de concepts visuels et de la diversité visuelle pour améliorer la recherche d'images Tollari S., Detyniecki M., Marsala C., Fakeri A., Amini M.-R., Gallinari P. Proceedings of the 6th Conférence en Recherche d'Information et Applications (CORIA 2009), p. 83-98 [pdf 269 KB] [bibTeX]

A Transductive Bound for the Voted Classifier with an Application to Semi-Superivsed Learning Amini M.-R., Laviolette F., Usunier N. Advances in Neural Information Processing Systems 21 (NIPS 2008), p. 65-72 [pdf 331 KB] [bibTeX]

A Boosting Algorithm for Learning Bipartite Ranking Functions with Partially Labeled Data Amini M.-R., Truong V., Goutte C. Proceedings of the 31st International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2008), p. 99-107 [pdf 160 KB] [bibTeX]

An Extension of PLSA for Document Clustering Kim Y., Pessiot J.-F., Amini M.-R., Gallinari P. Proceedings of the 17th ACM Conference on Information and Knowledge Management (CIKM 2008), p. 1345-1346 [pdf 65 KB] [bibTeX]

Semi-Supervised Document Classification with a Mislabeling Error Model Krithara A., Amini M.-R., Renders J.-M., Goutte C. 30th European Conference on Information Retrieval (ECIR 2008), p. 370-381 [pdf 194 KB] [bibTeX]

Using Visual Concepts and Fast Visual Diversity to Improve Image Retrieval Tollari S., Detyniecki M., Fakeri-Tabrizi A, Marsala C., Amini M.-R., Gallinari P. QUAERO/ImageCLEF Workshop on Multimedia Information Retrieval Evaluation (ImageClef 2008) [pdf 104 KB] [bibTeX]

Apprentissage de Fonctions d'Ordonnancement Semi-Supervisé Inductives Truong V., Amini M.-R., Gallinari P. Conférence Francophone sur l'Apprentissage Automatique (CAp 2008) [pdf 145 KB] [bibTeX]

Apprentissage d'un Espace de Concepts de Mots pour une Nouvelle Représentation des Données Textuelles Kim Y., Pessiot J.-F., Amini M.-R., Gallinari P. Proceedings of the 5th Conférence en Recherche d'Information et Applications. (CORIA 2008), p. 119-134 [pdf 245 KB] [bibTeX]

Une Méthode Contextuelle d'Extension de Requête avec des Groupements de Mots pour le Résumé Automatique Pessiot J.-F., Kim Y., Usunier N., Amini M.-R., Gallinari P. Proceedings of the 5th Conférence en Recherche d'Information et Applications. (CORIA 2008), p. 289-304 [pdf 239 KB] [bibTeX]

Learning to Rank for Collaborative Filtering Pessiot J.-F., Truong V., Usunier N., Amini M.-R., Gallinari P. Proceedings of the 9th International Conference on Enterprise Information Systems (ICEIS 2007), p. 145-151 [pdf 125 KB] [bibTeX]

A Contextual Query Expansion Approach by Term Clustering for Robust Text Summarization Amini M.-R., Usunier N. Proceedings of the 7th Document Understanding Conference (DUC 2007) [pdf 95 KB] [bibTeX]

High-Level Feature Detection with Forests of Fuzzy Decision Trees combined with the RankBoost Algorithm Marsala C., Detyniecki M., Usunier N., Amini M.-R. In TREC Video Retrieval Evaluation Online Proceedings (TRECVID 2007) [pdf 339 KB] [bibTeX]

Filtrage Collaboratif avec un Algorithme d'Ordonnancement Pessiot J.-F., Truong V., Usunier N., Amini M.-R., Gallinari P. Proceedings of the 4th Conférence en Recherche d'Information et Applications. (CORIA 2007), p. 165-180 [pdf 120 KB] [bibTeX]

Apprentissage semi-supervisé de fonctions d'ordonnancement Truong V., Amini M.-R. Proceedings of the 7th Conférence on Extraction et Gestion des Connaissances (EGC 2007), p. 497-507 [pdf 149 KB] [bibTeX]

A Selective Sampling Strategy for Label Ranking Amini M.-R., Usunier N., Laviolette F., Lacasse A., Gallinari P. Proceedings of the 17th European Conference on Machine Learning (ECML 2006), p. 18-29 [pdf 522 KB] [bibTeX]

Factorisation en Matrices Non-Négatives pour le Filtrage Collaboratif Pessiot J.-F., Truong V., Usunier N. Amini M.-R., Gallinari P. Proceedings of the 3rd Conférence en Recherche d'Information et Applications (CORIA 2006), p. 315-326 [pdf 432 KB] [bibTeX]

Learning to Rank with Partially Labeled Training Data Truong V., Amini M.-R., Gallinari P. Proceedings of the 1st International Conference on Multidisciplinary Information Sciences and Technologies (InSciT 2006) [pdf 58 KB] [bibTeX]

Reducing the Annotation Burden in Text Classification Krithara A., Goutte C., Renders J.-M., Amini M.-R. Proceedings of the 1st International Conference on Multidisciplinary Information Sciences and Technologies (InSciT 2006) [pdf 141 KB] [bibTeX]

Active, Semi-Supervised Learning for Textual Information Access Krithara A., Goutte C., Amini M.-R., Renders J.-M. Proceedings of the International Workshop on Intelligent Information Access (IIIA 2006) [pdf 135 KB] [bibTeX]

Generalisation Error Bounds for Classifiers Trained with Interdependent Data Usunier N., Amini M.-R., Gallinari P. Advances in Neural Information Processing Systems 18 (NIPS 2005), p. 1369-1376 [pdf 119 KB] [bibTeX]

Learning to Summarize XML Documents by Combining Content and Structure Features Amini M.-R., Tombros A., Usunier N., Lalmas M., Gallinari P. Proceedings of the 14th ACM Conference on Information and Knowledge Management (CIKM 2005), p. 297-298 [pdf 59 KB] [bibTeX]

Automatic Text Summarization based on Word-Clusters and Ranking Algorithms Amini M.-R., Usunier N., Gallinari P. Proceedings of the 27th European Conference on Information Retrieval (ECIR 2005), p. 142-156 [pdf 134 KB] [bibTeX]

Ranking with Unlabeled Data: A first study Usunier N., Truong V., Amini M.-R., Gallinari P. Proceedings of the NIPS'05 workshop on Learning to Rank (NIPS-LR 2005) [pdf 80 KB] [bibTeX]

A Data-dependent Generalisation Error Bound for the AUC Usunier N., Amini M.-R., Gallinari P. Proceedings of the ICML'05 workshop on ROC Analysis in Machine Learning (ICML-ROCML 2005), p. 1-8 [pdf 218 KB] [bibTeX]

Résumé Automatique de Textes avec un Algorithme d'Ordonnancement Usunier N., Amini M.-R., Gallinari P. Proceedings of the 2nd Conférence en Recherche d'Informations et Applications (CORIA 2005), p. 25-40 [pdf 135 KB] [bibTeX]

Combinaison de Fonctions de Préférence grâce à un Algorithme de Boosting pour la Recherche de Passages dans les Systèmes de Q/R Usunier N., Amini M.-R., Gallinari P. 5ème Journées d'Extraction et Gestion des Connaissances (EGC 2005), p. 1-6 [pdf 60 KB] [bibTeX]

Appréhender Dynamiquement les Textes à Plusieurs Niveaux de Détail Jacquemin C., Ho-Dac L.-M., Jacques M.-P., Pery-Woodley M.-P., Porquet T., Rebeyrolle J., Mojahid M., Virbel J., Grau B., Jardino M., Merienne J.-P., Amini M.-R., Gallinari P., Baccino T., Closson B. Colloque de la Société de l'Information (CSI 2005), p. 17-21 [pdf 102 KB] [bibTeX]

Unsupervised Learning with Term Clustering for Thematic Segmentation of Texts Caillet M., Pessiot J.-F., Amini M.-R., Gallinari P. 7th Proceedings of Recherche d'Information Assistée par Ordinateur (RIAO 2004), p. 648-656 [pdf 180 KB] [bibTeX]

Apprentissage Non-Supervisé pour la Segmentation Automatique de Textes Pessiot J.-F., Caillet M., Amini M.-R., Gallinari P. Proceedings of the 1st Conférence en Recherche d'Informations et Applications (CORIA 2004), p. 213-228 [pdf 118 KB] [bibTeX]

Boosting Weak Ranking Functions to Enhance Passage Retrieval for Question Answering Usunier N., Amini M.-R., Gallinari P. Proceedings of SIGIR 2004 workshop on Information Retrieval for Question Answering (SIGIR/IR4QA 2004), p. 1-6 [pdf 107 KB] [bibTeX]

Génération de Requêtes pour les Systèmes de Q/R avec un Modèle d'Apprentissage Statistique Usunier N., Amini M.-R., Gallinari P., Grau B. Proceedings of the TALN 2004 workshop on Question Answering (TALN-QR 2004) [pdf 226 KB] [bibTeX]

Semi-Supervised Learning with Explicit Misclassification Modeling Amini M.-R., Gallinari P. Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI 2003), p. 555-560 [pdf 110 KB] [bibTeX]

Apprentissage Numérique pour le Résumé de Texte Amini M.-R., Gallinari P. In Workshop of ATALA on Automatic Summarization: solutions and perspectives (ATALA 2003) [pdf 38 KB] [bibTeX]

The Use of Unlabeled data to Improve Supervised Learning for Text Summarization Amini M.-R., Gallinari P. Proceedings of the 25th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2002), p. 105-112 [pdf 277 KB] [bibTeX]

Learning Classification with both Labeled and Unlabeled Data Vittaut J.-N., Amini M.-R., Gallinari P. Proceedings of the 13th European Conference on Machine Learning (ECML 2002), p. 468-476 [pdf 236 KB] [bibTeX]

Semi-Supervised Logistic Regression Amini M.-R., Gallinari P. Proceedings of the 15th European Conference on Artificial Intelligence (ECAI 2002), p. 390-394 [pdf 206 KB] [bibTeX]

Learning for Text Summarization using Labeled and Unlabeled Sentences Amini M.-R., Gallinari P. Proceedings of the 11th International Conference of Artificial Neural Networks (ICANN 2001), p. 1177-1184 [pdf 73 KB] [bibTeX]

Self-Supervised Learning for Automatic Text Summarization by Text-span Extraction Amini M.-R., Gallinari P. Proceedings of the 24th European Conference on Information Retrieval (ECIR 2001), p. 55-63 [pdf 88 KB] [bibTeX]

Automatic Text Summarization using Unsupervised and Semi-supervised Learning Amini M.-R., Gallinari P. Proceedings of the 5th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 2001), p. 16-24 [pdf 92 KB] [bibTeX]

Learning for Sequence Extraction Tasks Amini M.-R., Zaragoza H., Gallinari P. Proceedings of the 6th Conference on Content-Based Multimedia Information Access (RIAO 2000), p. 476-490 [pdf 270 KB] [bibTeX]

Utilisation des Réseaux de Neurones pour l'Analyse de Séquences dans les Textes Amini M.-R., Zaragoza H., Gallinari P. Conférence Francophone d'Apprentissage Automatique (CAp 2000), p. 21-31 [pdf 127 KB] [bibTeX]

Interactive Learning for Text Summarization Amini M.-R. Proceedings of the PKDD/MLTIA Workshop on Machine Learning and Textual Information Access (PKDD/MLTIA 2000) [pdf 150 KB] [bibTeX]

Stochastic Models for Surface Information Extraction in Texts Amini M.-R., Zaragoza H., Gallinari P. Proceedings of the 9th International Conference of Artificial Neural Networks (ICANN 1999), p. 892-897 [pdf 408 KB] [bibTeX]

Sequence Models for Automatic Highlighting and Surface Information Extraction Amini M.-R., Zaragoza H., Gallinari P. Proceedings of the 21st Annual Colloquium on IR Research (IRSG 1999), p. 85-91 [pdf 136 KB] [bibTeX]

Automated Statistical Recognition of Partial Discharges in Insulation Systems Amini M.-R., Gallinari P., d'Alché-Buc F., Bonnard F., Fernandez E. Proceedings of the 8th International Conference of Artificial Neural Networks (ICANN 1998), p. 701-706 [pdf 654 KB] [bibTeX]