Project details for The Pegasos SVM solver

Logo The Pegasos SVM solver 1.0

by Shai - November 28, 2007, 07:14:52 CET [ Project Homepage BibTeX Download ]

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Description:

The software solves the SVM optimization problem.

That is, given a matrix X of examples (each row is an exmaple) and a column vector y of labels in {+1,-1}, the software finds the vector w that minimizes (using Matlab notation):

lambda/2 w'*w + 1/m * sum(max(0,1- y' * (X*w)))

The instances and labels file should be in SVM-Light format.
See: http://svmlight.joachims.org/

Current implementation does not include kernels and works best if the instances are sparse.

Changes to previous version:

Initial Announcement on mloss.org.

BibTeX Entry: Download
URL: Project Homepage
Supported Operating Systems: Linux, Macosx, Unix
Data Formats: None
Tags: Svm
Archive: download here

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