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Face recognition based on PCA and logistic regression analysis.

Authors :
Zhou, Changjun
Wang, Lan
Zhang, Qiang
Wei, Xiaopeng
Source :
Optik - International Journal for Light & Electron Optics. Oct2014, Vol. 125 Issue 20, p5916-5919. 4p.
Publication Year :
2014

Abstract

Face recognition is an important research hotspot. More and more new methods have been proposed in recent years. In this paper, we propose a novel face recognition method which is based on PCA and logistic regression. PCA is one of the most important methods in pattern recognition. Therefore, in our method, PCA is used to extract feature and reduce the dimensions of process data. Afterwards, we present a novel classification algorithm and use logistic regression as the classifier for face recognition. The experimental results on two different face databases are presented to illustrate the efficacy of our proposed method. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00304026
Volume :
125
Issue :
20
Database :
Academic Search Index
Journal :
Optik - International Journal for Light & Electron Optics
Publication Type :
Academic Journal
Accession number :
98578169
Full Text :
https://doi.org/10.1016/j.ijleo.2014.07.080