Ontology highlight
ABSTRACT:
SUBMITTER: Chung D
PROVIDER: S-EPMC2861314 | biostudies-literature | 2010
REPOSITORIES: biostudies-literature
Chung Dongjun D Keles Sunduz S
Statistical applications in genetics and molecular biology 20100303
Partial least squares (PLS) is a well known dimension reduction method which has been recently adapted for high dimensional classification problems in genome biology. We develop sparse versions of the recently proposed two PLS-based classification methods using sparse partial least squares (SPLS). These sparse versions aim to achieve variable selection and dimension reduction simultaneously. We consider both binary and multicategory classification. We provide analytical and simulation-based insi ...[more]