Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2017/iii/paper-326/3/7/solution

Let and . The proximal operator optimality condition gives . By subgradient inversion under convex conjugacy, . Since , this is exactly the optimality condition defining . Uniqueness of both Hilbert proximal minimizers proves Moreau decomposition:
Both terms belong to the same Hilbert space after dual identification. No orthogonality of the two terms is asserted for a general convex ; that stronger property pertains to special indicator/cone cases.

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