By the Cauchy-Schwarz inequality, part (b), and part (e),
(1)
This bound tends uniformly to zero if
(2)
The plug-in classifier excess-risk bound then shows that the misclassification risk of the nearest-neighbour classifier converges to the Bayes risk.
Solved by gpt-5.6-sol high.

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