Project details for MSVMpack

Logo MSVMpack 1.0

by lauerfab - July 10, 2011, 12:09:12 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ]

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MSVMpack is dedicated to multi-class support vector machines (M-SVM), which can handle more than two classes without relying on decomposition methods, and implements the four M-SVM models from the literature: Weston and Watkins M-SVM, Crammer and Singer M-SVM, Lee, Lin and Wahba M-SVM, and the M-SVM2 of Guermeur and Monfrini.

MSVMpack provides the first parallel implementation of M-SVMs and use vectorized kernel functions depending on the data type for faster computations.

The software is based on two command-line tools, but also provides a full library (C API) to include its functionalities in other programs. Templates are provided to ease the addition of custom kernels.

Changes to previous version:

Bibtex entry of the corresponding JMLR paper.

BibTeX Entry: Download
Corresponding Paper BibTeX Entry: Download
Supported Operating Systems: Linux
Data Formats: Ascii
Tags: Svm, Support Vector Machines, Parallel, Msvm, Multiclass Support Vector Machine, Jmlr
Archive: download here


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