TY - GEN
T1 - The kernelized stochastic batch perceptron
AU - Cotter, Andrew
AU - Shalev-Shwartz, Shai
AU - Srebro, Nathan
PY - 2012
Y1 - 2012
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=84867137700&partnerID=8YFLogxK
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AN - SCOPUS:84867137700
SN - 9781450312851
T3 - Proceedings of the 29th International Conference on Machine Learning, ICML 2012
SP - 943
EP - 950
BT - Proceedings of the 29th International Conference on Machine Learning, ICML 2012
T2 - 29th International Conference on Machine Learning, ICML 2012
Y2 - 26 June 2012 through 1 July 2012
ER -