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  Artificial Intelligence: Support Vector Machines: Publications

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Support Vector Machines

http://www.computer.org/intelligent/ex1998/pdf/x4018.pdf

"IEEE Intelligent Systems" article by Marti Hearst. July/August 1998.

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Interior-Point Methods for Massive Support Vector Machines

http://epubs.siam.org/sam-bin/dbq/article/37437

SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available. [subscription required]

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Hidden Markov Support Vector Machines

http://www.cs.brown.edu/people/th/papers/AltTsoHof-ICML2003.pdf

Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003).

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Customization using Support Vector Machines for Information Retrieval

http://research.nii.ac.jp/~aihara/images/aihara-sci2000.pdf

Paper by Kenro Aihara and Atsuhiro Takasu, which proposes an HCI approach to supporting interactive document retrieval in unorganized open information space. 2000.

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An Introduction to Support Vector Machines

http://www.support-vector.net/

An introductory book to the field of Support Vector Machines, a novel machine learning algorithm.

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A Tutorial on v-Support Vector Machines

http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.pdf

Paper by Pai-Hsuen Chen, Chih-Jen Lin, and Bernhard Schlkopf, describing the main ideas of statistical learning theory, support vector machines (SVMs), and kernel feature spaces.

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