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Most of the classifiers suffer from curse of dimensionality during classification of high dimensional image data. In this paper, we introduce a new supervised nonlinear dimensionality reduction (S-NLDR) algorithm called evolutionary strategy based supervised dimensionality reduction (ESSDR). The ESSDR method uses population based evolutionary strategy (ES) algorithm to find low dimensional embedded...