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JSIR Vol.71(05) [May 2012] >

Title: A heuristic model for optimizing fuzzy knowledge base in a pattern recognition system
Authors: Jamshidnezhad, Amir
Nordin, Jan Md
Keywords: Classifier
Facial expression recognition
Fuzzy system
Genetic algorithm (GA)
Human Computer Interaction (HCI) System
Issue Date: May-2012
Publisher: NISCAIR-CSIR, India
Abstract: This study presents a genetic algorithm (GA) to optimize performance of a fuzzy system for reconition of facial expression from images. In proposed model, a Mamdani-type fuzzy rule based system recognizes emotions, and a GA is used to improve accuracy and robustness of the system. To evaluate system performance, images from FG-Net (FEED) and Cohn-Kanade database were used to obtain the best functions parameters. Proposed model under training process not only increased accuracy rate of emotion recognition but also increased validity of the model in adverse conditions.
Page(s): 341-347
CC License:  CC Attribution-Noncommercial-No Derivative Works 2.5 India
ISSN: 0975-1084 (Online); 0022-4456 (Print)
Source:JSIR Vol.71(05) [May 2012]

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