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An Introduction to Support Vector Machines First comprehensive introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
http://www.support-vector.net

Support Vector Machines "IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.
http://www.computer.org/intelligent/ex1998/pdf/x4018.pdf

A Tutorial on Support Vector Machines for Pattern Recognition By Christopher Burges. 1998. Several formats of document available.
http://citeseer.nj.nec.com/burges98tutorial.html

Hidden Markov Support Vector Machines PDF file. Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003).
http://www.cs.brown.edu/people/th/papers/AltTsoHof-ICML2003.pdf

Kerneltron: Support Vector 'Machine' in Silicon PDF file of paper to appear in IEEE Transactions on Neural Networks.
http://bach.ece.jhu.edu/pub/papers/tnn03_kerneltron.pdf

Classification Using Support Vector Machines by Andrew D. Back. RIKEN Brain Science Institute, Wako-shi, Saitama, Japan.
http://www.open.brain.riken.go.jp/~back/webpapers/svm/svm.htm

Statistical Learning Theory and Support Vector Machines Tutorial at ISCAS'2001.
http://bach.ece.jhu.edu/svm/iscas2001/

Incremental and Decremental Support Vector Machine Learning By Gert Cauwenburghs, and Tomaso Poggio. PDF file.
http://www.ai.mit.edu/projects/cbcl/publications/ps/cauwenberghs-nips00.pdf

A Tutorial on v-Support Vector Machines PDF file.
http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.pdf

Dimensionality Reduction via Sparse Support Vector Machines PDF file. Appears in Journal of Machine Learning Research. 2003.
http://www.jmlr.org/papers/volume3/bi03a/bi03a.pdf

Content-based Audio Classification and Retrieval by Support Vector Machines PDF file. Appears in IEEE Transactions on Neural Networks. 2003.
http://research.microsoft.com/~szli/papers/Audio-IEEE-NN-03.pdf

Customization using Support Vector Machines for Information Retrieval PDF file. 2000.
http://research.nii.ac.jp/~aihara/images/aihara-sci2000.pdf

Support Vector Machine Active Learning with Applications to Text Classification Postscript available. Appears in Proceedings of the 17th International Conference on Machine Learning (ICML).
http://robotics.stanford.edu/~koller/papers/ml00tk.html

Interior-Point Methods for Massive Support Vector Machines SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available.
http://epubs.siam.org/sam-bin/dbq/article/37437

Semi-Supervised Support Vector We introduce a semi-supervised support vector machine (S3VM) method.
http://www1.cs.columbia.edu/~dplewis/candidacy/bennett98semisupervised.pdf






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