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ML3 is an open source implementation of the Multiclass Latent Locally Linear Support Vector Machine algorithm, a multi-class local classifier based on a latent SVM formulation.

ML3 can learn complex decision functions (traditionally given by kernels) through the use of locally linear decision functions. Differently from kernel classifiers, ML3 makes use of a set of linear models that are locally linearly combined using sample and class specific weights. Thanks to the latent formulation, the combination coefficients are modeled as latent variables and efficiently estimated using an analytic solution.

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Resource type: software
Date: Oct 16, 2013
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