The Kernelized Stochastic Batch Perceptron
Machine Learning
2012-06-22 v2
Abstract
We present a novel approach for training kernel Support Vector Machines, establish learning runtime guarantees for our method that are better then those of any other known kernelized SVM optimization approach, and show that our method works well in practice compared to existing alternatives.
Keywords
Cite
@article{arxiv.1204.0566,
title = {The Kernelized Stochastic Batch Perceptron},
author = {Andrew Cotter and Shai Shalev-Shwartz and Nathan Srebro},
journal= {arXiv preprint arXiv:1204.0566},
year = {2012}
}