Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2024/ii/paper-4/30k/d/solution

For hinge loss, choose
The subgradient optimality condition is
Injectivity of gives . Multiplying by and writing for its th column yields
If , then , and implies .

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