Ontology highlight
ABSTRACT:
SUBMITTER: Zhang C
PROVIDER: S-EPMC5120762 | biostudies-literature | 2016
REPOSITORIES: biostudies-literature
Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America 20160805 3
The Support Vector Machine (SVM) is a very popular classification tool with many successful applications. It was originally designed for binary problems with desirable theoretical properties. Although there exist various Multicategory SVM (MSVM) extensions in the literature, some challenges remain. In particular, most existing MSVMs make use of <i>k</i> classification functions for a <i>k</i>-class problem, and the corresponding optimization problems are typically handled by existing quadratic p ...[more]