Solution

ID: past-exam-of-the-optimisation-for-data-science-course-of-the-university-of-oxford/2023/3/a/solution

Fix and put , the block coordinate gradient. For , define the one-variable function . By the chain rule,
The last equality holds because the coordinates of outside are zero. The fundamental theorem of calculus and the Cauchy-Schwarz inequality therefore give
For , the supplied condition (6), applied at the fixed starting point with parameter , bounds the integrand by . Integration yields
This argument needs only the given directional Lipschitz continuity and continuous differentiability; convexity is not needed for this part. If the block coordinate gradient is zero, the inequality is equality.

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