Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2017/iii/paper-326/4/1/solution

For a convex functional on a real Banach space, its subdifferential at is empty unless is finite; otherwise
Given , the Bregman distance is
It can be infinite if is infinite. If is differentiable at , the choice is its derivative; otherwise the base subgradient must be specified. Given also , add both directional distances to obtain the symmetric Bregman distance
The symmetric version here is the sum, not half the sum. These nonnegative quantities are not generally metrics and can vanish at distinct points.

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