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which algorithm should be preferred for Gender recognition ?

We are implementing a face detection and gender recognition system. There are many algorithms that can be implemented for that. PCA, Fisher Linear discriminant, Local Binary Patterns. Please state all the pros and cons of these algorithms and suggest us which to implement.