Ontology highlight
ABSTRACT:
SUBMITTER: Jenssen R
PROVIDER: S-EPMC3484157 | biostudies-literature | 2012
REPOSITORIES: biostudies-literature
Jenssen Robert R Kloft Marius M Zien Alexander A Sonnenburg Sören S Müller Klaus-Robert KR
PloS one 20121030 10
We provide a novel interpretation of the dual of support vector machines (SVMs) in terms of scatter with respect to class prototypes and their mean. As a key contribution, we extend this framework to multiple classes, providing a new joint Scatter SVM algorithm, at the level of its binary counterpart in the number of optimization variables. This enables us to implement computationally efficient solvers based on sequential minimal and chunking optimization. As a further contribution, the primal p ...[more]