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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.
- 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.
- Dimensionality Reduction via Sparse Support Vector Machines Appears in Journal of Machine Learning Research. 2003.
- Semi-Supervised Support Vector We introduce a semi-supervised support vector machine (S3VM) method.
- A Tutorial on Support Vector Machines for Pattern Recognition By Christopher Burges. 1998. Several formats of document available.