Let X and Y be dependent random variables. This paper considers the problem of designing a scalar quantizer for to maximize mutual information between quantizer's output X, develops fundamental properties bounds this form quantization, which is connected log-loss distortion criterion. The main focus regime low I(X;Y), where it shown that, if binary, constant fraction can always preserved using ...