Ontology highlight
ABSTRACT:
SUBMITTER: Tang L
PROVIDER: S-EPMC4018361 | biostudies-literature | 2014
REPOSITORIES: biostudies-literature
Tang Liang L Peng Silong S Bi Yiming Y Shan Peng P Hu Xiyuan X
PloS one 20140512 5
Linear discriminant analysis (LDA) is a classical statistical approach for dimensionality reduction and classification. In many cases, the projection direction of the classical and extended LDA methods is not considered optimal for special applications. Herein we combine the Partial Least Squares (PLS) method with LDA algorithm, and then propose two improved methods, named LDA-PLS and ex-LDA-PLS, respectively. The LDA-PLS amends the projection direction of LDA by using the information of PLS, wh ...[more]