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Research Interests: My current research focuses on Machine Learning applied to large document collections for information access. I am
particularly interested on Text Summarization and on the learnability of statistical models where only a small portion of data is labeled and where the aim is to take advantage of the huge unlabeled data together with labeled ones to make prediction. A short bio.
I am working now as a Research Officer in NRC Institute for Information Technology
Selected papers: (more ...)
- A Co-classification Approach to Learning from Multilingual Corpora. Amini M.-R., Goutte C. Machine Learning Journal, 2009 [pdf 582 KB]
- Learning from Multiple Partially Observed Views - an Application to Multilingual Text Categorization. Amini M.-R., Usunier N., Goutte C. Advances in Neural Information Processing Systems 22 (NIPS 2009).
- 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). [pdf 331 KB]
- 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 (SIGIR 2008). [pdf 160 KB]
- Learning Based Summarization of XML Documents. Amini M.-R., Tombros A., Usunier N., Lalmas M. Journal of Information Retrieval, 10(3):233-255, June 2007 [pdf 276 KB]
- 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). [pdf 119 KB]
- Semi-Supervised Learning with Explicit Misclassification Modeling. Amini M.-R., Gallinari P. Proceedings of the 18th International Joint Conference on Artificial Intelligence (IJCAI 2003). [pdf 110 KB] [ps.gz 80KB]
- The
Use of Unlabeled data to Improve Supervised Learning for Text
Summarization. Amini M.-R., Gallinari
P. Proceedings of the 25th International ACM SIGIR (SIGIR 2002). [pdf 277 KB]
- 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
PhD Students
- Current
- Former
- Vinh Truong, (PhD 2009, thesis)
- Anastasia Krithara, (PhD 2008, thesis, now research associate in NCSR Demokritos)
- Jean-François Pessiot, (PhD 2008, thesis, now post-doc in CBRC)
- Nicolas Usunier, (PhD 2006, thesis, now professor assistant in University Pierre et Marie Curie)
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