G. , A. Littlestone, N. Et-schuurmans, D. Hamdi, F. Et et al., General convergence results for linear discriminant updates Learning Random Subspace Novelty Detection Filters An active learning framework for classifying political text Boosting for document routing A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization, Proc. IJCNN'11, IEEE International Joint Conference on Neural Network Annual Meeting of the Midwest Political Science Association Proceedings of the Ninth International Conference on Information and Knowledge Management. JOACHIMS, Proceedings of ICML-97: 14th International Conference on Machine Learning, pp.173-210, 1997.

J. , T. Krallinger, M. Vazquez, M. Leitner, F. Salgado et al., Text categorization with support vector machines: Learning with many relevant features, proceedings of the European conference on Machine learning, pp.137-142, 1998.

U. Bethesda, R. Kassab, J. Lamirel, N. Et, E. Fl et al., Novelty Detection for Modeling Users Profile. The 18th International FLAIRS Conference A new approach to intelligent text filtering based on novelty detection Incremental Data-driven Learning of a Novelty Detection Model for One-Class Classification Problem with Application to High- Dimensional Noisy Data Self-Organization and Associative Memory Classifying Patent Applications with Winnow Multi-classification of Patent Applications with Winnow, Results of the BioCreative III (Interaction) Article Classification Task Proceedings of the Third BioCreative Workshop Proceedings of the 17th Australasian Database Conference Machine Learning Proceedings Benelearn Ershov Memorial Conference, pp.191-234, 1993.

L. , M. Tan, C. L. Su, J. Et, L. et al., Text representations for text categorization: a case study in biomedical domain Comparison of two learning algorithms for text categorization, IJCNN 2007: International Joint Conference on Neural Networks. LEWIS Proceedings of the 3rd Annual Symposium on Document Analysis and Information Retrieval (SDAIR'94), pp.81-93, 1994.

L. , D. D. , M. Baarani, and A. , An Evaluation of Phrasal and Clustered Representations on a Text Categorization Task KNNBA: k-Nearest Neighbors Based Association Algorithm A generalized inverse for matrices, ACM 15th Ann Int'l SIGIR'92 Proceedings of the Cambridge Philosophical Society, pp.406-413, 1955.

P. , B. Et, L. , L. Purpura, S. Et et al., Opinion mining and sentiment analysis. Foundations and Trends in Information Retrieval Automated classification of congressional legislation, Proceedings of the international conference on Digital government research, pp.1-135, 2006.

Q. , J. R. Raskutti, B. Et, K. , A. Robertson et al., Extreme re-balancing for SVMs: a case study. SIGKDD Exploration Newsletter Relevance Weighting of Search Terms Term-weighting approaches in automatic text retrieval, Information Processing Management Automatic processing of foreign language documents Boosting and Rocchio applied to text filtering, Machine Learning Proceedings of the 21st Annual International Conference on Research and Development in Information Retrieval, pp.81-106129, 1971.

S. , H. Hull, D. A. Et, P. , and J. O. , A Comparison of Classifiers and Document Representations for the Routing Problem, Proceedings of the 18th Annual International Conference on Research and Development in Information Retrieval (SIGIR 95), pp.229-337, 1995.

S. , F. Suomela, B. P. Et, A. , M. A. Vincarelli et al., Ranking the whole MEDLINE database according to a large training set using text indexing Indexation de documents manuscrits A Neural Network Approach to Topic Spotting, Proceedings of the 1st Argentinian Symposium on Artificial Intelligence (ASAI'99) Actes du Colloque International Francophone sur l'Ecrit et le Document (CIFED06) Symposium on document analysis and information retrieval, pp.7-35, 1995.

Y. , Y. Et, C. , and C. G. , An example based mapping method for text categorization and retrieval, ACM Trans. Inform. Syst, vol.12, pp.252-277, 1994.

Y. Y. Et and L. X. , A reexamination of text categorization methods, Proceedings of the 22nd Annual International Conference on Research and Development in Information Retrieval (SIGIR 99), pp.42-49, 1999.

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