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: PDF file.
An Introduction to Support Vector Machines: First comprehensive introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
Customization using Support Vector Machines for Information Retrieval: PDF file. 2000.
Dimensionality Reduction via Sparse Support Vector Machines: PDF file. Appears in Journal of Machine Learning Research. 2003.
Hidden Markov Support Vector Machines: PDF file. Appears in Proceedings of the 20th International Conference on Machine Learning (ICML 2003).
Interior-Point Methods for Massive Support Vector Machines: SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available.
Kerneltron: Support Vector 'Machine' in Silicon: PDF file of paper to appear in IEEE Transactions on Neural Networks.
Statistical Learning Theory and Support Vector Machines: Tutorial at ISCAS'2001.
Support Vector Machines: "IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.