The Kernelized Stochastic Batch Perceptron
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.
Cite
Text
Cotter et al. "The Kernelized Stochastic Batch Perceptron." International Conference on Machine Learning, 2012.Markdown
[Cotter et al. "The Kernelized Stochastic Batch Perceptron." International Conference on Machine Learning, 2012.](https://mlanthology.org/icml/2012/cotter2012icml-kernelized/)BibTeX
@inproceedings{cotter2012icml-kernelized,
title = {{The Kernelized Stochastic Batch Perceptron}},
author = {Cotter, Andrew and Shalev-Shwartz, Shai and Srebro, Nathan},
booktitle = {International Conference on Machine Learning},
year = {2012},
url = {https://mlanthology.org/icml/2012/cotter2012icml-kernelized/}
}