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  Artificial Intelligence: Support Vector Machines: Publications

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Support Vector Machines

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

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Interior-Point Methods for Massive Support Vector Machines

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

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Hidden Markov Support Vector Machines

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

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

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

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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