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This paper proposes a completely unique face recognition technique that improves Huang's linear discriminant regression Classification (LDRC) formula. The first work finds a discriminant topological space by increasing the between-class reconstruction error and minimizing the within-class reconstruction error at the same time, where the reconstruction error is obtained exploitation statistical regression...