Go to the list of all software
SVM-light - SVM-light -- Support Vector Machine
Description:
SVM
light is an implementation of Support Vector Machines (SVMs) in C. The main features of the program are the following:
- fast optimization algorithm
- working set selection based on steepest feasible descent
- "shrinking" heuristic
- caching of kernel evaluations
- use of folding in the linear case
- solves classification, regression, and ranking problems
- computes XiAlpha-estimates of the error rate, the precision, and the recall
- efficiently computes Leave-One-Out estimates of the error rate, the precision, and the recall
- includes algorithm for approximately training large transduction SVMs
- can train SVMs with cost models
- handles many thousands of support vectors
- handles several hundred-thousands of training examples
- supports standard kernel functions and lets you define your own
- uses sparse vector representation
Link:
http://svmlight.joachims.org/
Software File:
Authors:
Joachims, Thorsten
Projects:
SFB 475 subproject A4