Publications
Links
A Tutorial on v-Support Vector Machines
http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.pdf
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
http://research.nii.ac.jp/~aihara/images/aihara-sci2000.pdf
PDF file. 2000.
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.
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).
Interior-Point Methods for Massive Support Vector Machines
http://epubs.siam.org/sam-bin/dbq/article/37437
SIAM Journal on Optimization, Vol. 13, Iss. 3. Several formats of document available.
Kerneltron: Support Vector 'Machine' in Silicon
http://bach.ece.jhu.edu/pub/papers/tnn03_kerneltron.pdf
PDF file of paper to appear in IEEE Transactions on Neural Networks.
Semi-Supervised Support Vector
http://www1.cs.columbia.edu/~dplewis/candidacy/bennett98semisupervised.pdf
We introduce a semi-supervised support vector machine (S3VM) method.
Statistical Learning Theory and Support Vector Machines
http://bach.ece.jhu.edu/svm/iscas2001/
Tutorial at ISCAS'2001.
Support Vector Machine Active Learning with Applications to Text Classification
http://robotics.stanford.edu/~koller/papers/ml00tk.html
Postscript available. Appears in Proceedings of the 17th International Conference on Machine Learning (ICML).