Past exam of the mathematics course of the University of Cambridge / 2024 / ii / Paper 4 / 30K / b / Solution

For a convex surrogate margin loss $\varphi$, the empirical risk isIt replaces the discontinuous classification error by a convex penalty on signed margins.

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