Support Vector Machines
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- Image, Speech and Intelligent Systems Research Group
- University of Southampton. Overview and links to resources.
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- Joachims, Thorsten
- Support vector machines, machine learning and natural language, statistical learning theory, text classification.
- 5
- A Tutorial on Support Vector Machines for Pattern Recognition
- By Christopher Burges. 1998. Several formats of document available.
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- A Tutorial on v-Support Vector Machines
- Paper by Pai-Hsuen Chen, Chih-Jen Lin, and Bernhard Schölkopf, describing the main ideas of statistical learning theory, support vector machines (SVMs), and kernel feature spaces. [PDF]
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- Semi-Supervised Support Vector
- We introduce a semi-supervised support vector machine (S3VM) method. [PDF]
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- Library for Support Vector Machines (LIBSVM)
- An integrated tool implementing support vector classification, regression, and distribution estimation. C++ and Java sources available. [Free]
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- SVM-Light: Support Vector Machine Software
- Training software for large-scale SVMs. [Free for non-commercial use]
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