Multi Class SVM - Batch and Online Algorithm

A batch and online learning algorithms for multiclass large margin classifiers.
Please see the README for more details.
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Penn StructLearn

The library contains tools for both classification and sequence learning using online algorithms.
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One Class Algorithm based on Rate-Distortion theory

An algorithm to choose a coherent subset of points from a large set. Distance is between points to points and points to centroids is measured using Bregman Divergences.
Please see A Rate-Distortion One-Class Model and its Applications to Clustering for details.
After extracting the code, execute run_toy_data.m. It will run the algorithm while annealing beta.
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Confidence Weighted Learning Library (email me for details)

Matlab code for diagonal matrices: Download
A collection of most confidence weighted learning algorithm into a library written in java. Download
Library written for sequences by Avihai Mejer ( paper ) Download