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Dimensionality Reduction via Sparse Support Vector Machines
Appears in Journal of Machine Learning Research. 2003. [PDF]
An Introduction to Support Vector Machines
An introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
Semi-Supervised Support Vector
We introduce a semi-supervised support vector machine (S3VM) method. [PDF]
A Tutorial on Support Vector Machines for Pattern Recognition
By Christopher Burges. 1998. Several formats of document available.
A Tutorial on v-Support Vector Machines
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. [PDF]
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