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The Linear Model Under Mixed Gaussian Inputs: Designing the Transfer Matrix

The Linear Model Under Mixed Gaussian Inputs: Designing the Transfer Matrix

Suppose a linear model y = Hx + n, where inputs x, n are independent Gaussian mixtures. The problem is to design the transfer matrix H so as to minimize the mean square error (MSE) when estimating x from y. This problem has important applications, but faces at least three …