Abstract: Kernel Fisher discriminative analysis（KFD）algorithm based on kernel trick has been one of the effective nonlinear feature extraction methods. But all previous nonlinear feature extraction methods based on KFD algorithm which procedures are based on solvin

Key words: Kernel trick, Kernel Fisher discriminative analysis, Fuzzy kernel Fisher discriminative analysis, Feature extraction, Face recognition