Publications
Links
An Introduction to Support Vector Machines
First comprehensive introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
Hidden Markov Support Vector Machines
http://www.cs.brown.edu/people/th/papers/AltTsoHof-ICML2003.pdf
PDF file. Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003).
A Tutorial on v-Support Vector Machines
http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.pdf
PDF file.
Dimensionality Reduction via Sparse Support Vector Machines
http://www.jmlr.org/papers/volume3/bi03a/bi03a.pdf
PDF file. 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.