DocumentCode :
2158437
Title :
The BP neural network classification method under Linex loss function and the application to face recognition
Author :
Liu, Yanxi
Author_Institution :
Coll. of Sci., Changchun Univ., Changchun, China
Volume :
4
fYear :
2010
fDate :
26-28 Feb. 2010
Firstpage :
592
Lastpage :
595
Abstract :
Within the statistical decision theory framework, This paper focuses on specific objectives in face recognition, and proposes the BP neural network classification methods which is under the Linex loss function, and proves that the convergence of BP neural network under the Linex loss function. The image recognition experiments with the ORL face database in Cambridge show that this method can effectively solve the traditional problems in specific target face recognition of BP neural network.
Keywords :
backpropagation; decision theory; face recognition; neural nets; BP neural network classification method; Cambridge; Linex loss function; ORL face database; face recognition; image recognition; statistical decision theory; Bayesian methods; Convergence; Decision theory; Educational institutions; Face recognition; Image databases; Image recognition; Minimax techniques; Neural networks; Safety devices; BP neural network; Convergence; Face Recognition; Linex loss function;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Automation Engineering (ICCAE), 2010 The 2nd International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-5585-0
Electronic_ISBN :
978-1-4244-5586-7
Type :
conf
DOI :
10.1109/ICCAE.2010.5451566
Filename :
5451566
Link To Document :
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