Directory of Publications Resources

Resources in This Category

A Tutorial on Support Vector Machines for Pattern Recognition

http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.18.1083
By Christopher Burges. 1998. Several formats of document available.
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 Schölkopf, describing the main ideas of statistical learning theory, support vector machines (SVMs), and kernel feature spaces.
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.
Dimensionality Reduction via Sparse Support Vector Machines

http://www.jmlr.org/papers/volume3/bi03a/bi03a.pdf
Appears in Journal of Machine Learning Research. 2003.
Semi-Supervised Support Vector

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

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