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Evaluation of simple performance measures for tuning SVM hyperparameters

NeurocomputingPublished 15 March 2003Open access
Kai-Bo Duan, S. Sathiya Keerthi, A.N. Poo
Citations634
SJR quartileQ4
SJR score0.11
SNIP0.06
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TL;DR

The empirically study the usefulness of several simple performance measures that are inexpensive to compute (in the sense that they do not require expensive matrix operations involving the kernel matrix) for tuning SVM hyperparameters.

Abstract

10.1016/S0925-2312(02)00601-X

Keywords

Computer Science