BSVM: software for large classification problems
Chih-jen Lin
cjlin at csie.ntu.edu.tw
Sun Feb 20 21:59:59 EST 2000
Dear Colleagues:
We announce the release of the software BSVM, a decomposition
method for support vector machines (SVM) for large classification
problems.
BSVM uses a decomposition method to solve a bound-constrained
SVM formulation. Advantages of BSVM include
1.Using a simple working set selection which leads to faster
convergences for difficult cases.
2.Using a bounded SVM formulation and a projected gradient optimization
solver which allow BSVM to quickly and stably identify support vectors.
3.It naturally uses the idea of a cache.
The current release (Version 1.0) is available from
http://www.csie.ntu.edu.tw/~cjlin/bsvm
For additional information on BSVM, see
Chih-Wei Hsu and Chih-Jen Lin
A simple decomposition method for support vector machines, January 2000
http://www.csie.ntu.edu.tw/~cjlin/papers/decomp.ps.gz
Any comments are very welcome.
Sincerely,
Chih-Jen Lin
Department of Computer Science and
Information Engineering
National Taiwan University
Taipei, Taiwan
cjlin at csie.ntu.edu.tw
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