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Let A = Rmxn, b = R, D = Rn, and > 0. Consider the regularized least squares problem xRn min || Ax

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Let A = Rmxn, b = R, D = Rn, and \ > 0. Consider the regularized least squares problem xRn min || Ax b|| + X||Dx||. Show that the problem has a unique solution iff null(A) null(D) = {0}, where the the null space of a linear map T, denoted by null (T), is the set of vectors x such that Tx = 0. A synonym for null space is kernel. Note that {0} is not the emptyset.

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