A Tutorial on Support Vector Machines for Pattern
By Christopher Burges. 1998. Several formats of document available.
An Introduction to Support Vector Machines
First comprehensive introductory book to the field of Support Vector Machines, a novel machine learning algorithm.
Classification Using Support Vector Machines
by Andrew D. Back. RIKEN Brain Science Institute, Wako-shi, Saitama, Japan.
Customization using Support Vector Machines for In
PDF file. 2000.
Dimensionality Reduction via Sparse Support Vector
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).
Incremental and Decremental Support Vector Machine
By Gert Cauwenburghs, and Tomaso Poggio. PDF file.
Interior-Point Methods for Massive Support Vector
SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available.
Kerneltron: Support Vector 'Machine' in
PDF file of paper to appear in IEEE Transactions on Neural Networks.
Semi-Supervised Support Vector
We introduce a semi-supervised support vector machine (S3VM) method.
Statistical Learning Theory and Support Vector Mac
Tutorial at ISCAS'2001.
Support Vector Machine Active Learning with Applic
Postscript available. Appears in Proceedings of the 17th International Conference on Machine Learning (ICML).
Support Vector Machines
"IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.