Solved – Most effective SVM implementation for large classes and datasets

machine learningMATLABsvm

What's the best SVM implementation of SVMs in MATLAB? Right now I'm looking at PEGASOS and SVM-Perf, which both claims to have good performance with large datasets and classes. But there are so many implementation out there, and I definitely missed some. Can I get some other recommendations?

My application is in bags of word object recognition that uses the histogram of the words in classification.

Best Answer

Liblinear Library is the best choice ever (especially for large-scale problems). It has interfaces for MatLab/Octave, Python, Java, etc.

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