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
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Support Vector Machines
"IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.
http://www.computer.org/intelligent/ex1998/pdf/x4018.pdf
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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
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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
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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
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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
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Statistical Learning Theory and Support Vector Machines
Tutorial at ISCAS'2001.
http://bach.ece.jhu.edu/svm/iscas2001/
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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
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A Tutorial on v-Support Vector Machines
PDF file.
http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.pdf
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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
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