A Tutorial on Support Vector Machines for Pattern Recognition
- By Christopher Burges. 1998. Several formats of document available.
- http://citeseer.ist.psu.edu/burges98tutorial.html

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

Interior-Point Methods for Massive Support Vector Machines
- SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available. [subscription required]
- http://epubs.siam.org/sam-bin/dbq/article/37437

Customization using Support Vector Machines for Information Retrieval
- PDF file. 2000.
- http://research.nii.ac.jp/~aihara/images/aihara-sci2000.pdf

Dimensionality Reduction via Sparse Support Vector Machines
- PDF file. Appears in Journal of Machine Learning Research. 2003.
- http://www.jmlr.org/papers/volume3/bi03a/bi03a.pdf

A Tutorial on v-Support Vector Machines
- PDF file.
- http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.pdf

Hidden Markov Support Vector Machines
- PDF file. Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003).
- http://www.cs.brown.edu/people/th/papers/AltTsoHof-ICML2003.pdf

Support Vector Machines
- "IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.
- http://www.computer.org/intelligent/ex1998/pdf/x4018.pdf

An Introduction to Support Vector Machines
- First comprehensive introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
- http://www.support-vector.net