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Face recognition can be used in different areas like to prevent crime, verification of person and video surveillance. Due to the effect of illumination, partial occlusion and imaging conditions face recognition is more complex problem than any other object recognition problem. In this Book, Feature selection approach is used in proposed technique to a design, implement and verify the the face recognition system under partial occlusion conditions.