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Artificial Intelligence
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A Book for Artificial Intelligence
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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 -
A Tutorial on v-Support Vector Machines
PDF file.
http://www.csie.ntu.edu.tw/~cjlin/papers/nusvmtutorial.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 -
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 -
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 -
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 -
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 -
Semi-Supervised Support Vector
We introduce a semi-supervised support vector machine (S3VM) method.
http://www1.cs.columbia.edu/~dplewis/candidacy/bennett98semisupervised.pdf -
Statistical Learning Theory and Support Vector Machines
Tutorial at ISCAS'2001.
http://bach.ece.jhu.edu/svm/iscas2001/ -
Support Vector Machines
"IEEE Intelligent Systems" article by Marti Hearst. July/August 1998. PDF file.
http://www.computer.org/intelligent/ex1998/pdf/x4018.pdf
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