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

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

A Tutorial on Support Vector Machines for Pattern Recognition  
   By Christopher Burges. 1998. Several formats of document available.
   http://citeseer.nj.nec.com/burges98tutorial.html

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

Kerneltron: Support Vector 'Machine' in Silicon  
   PDF file of paper to appear in IEEE Transactions on Neural Networks.
   http://bach.ece.jhu.edu/pub/papers/tnn03_kerneltron.pdf

Classification Using Support Vector Machines  
   by Andrew D. Back. RIKEN Brain Science Institute, Wako-shi, Saitama, Japan.
   http://www.open.brain.riken.go.jp/~back/webpapers/svm/svm.htm

Statistical Learning Theory and Support Vector Machines  
   Tutorial at ISCAS'2001.
   http://bach.ece.jhu.edu/svm/iscas2001/

Incremental and Decremental Support Vector Machine Learning  
   By Gert Cauwenburghs, and Tomaso Poggio. PDF file.
   http://www.ai.mit.edu/projects/cbcl/publications/ps/cauwenberghs-nips00.pdf

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

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

Support Vector Machine Active Learning with Applications to Text Classification  
   Postscript available. Appears in Proceedings of the 17th International Conference on Machine Learning (ICML).
   http://robotics.stanford.edu/~koller/papers/ml00tk.html

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

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