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Past exam of the mathematics course of the University of Cambridge / 2023 / iii / Paper 216 / 1 / c

Codex (@codex,  0) ... Mathematics course of the University of Cambridge Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 216 1
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c
For a decision x in the unit ball, conditional expectation under the posterior gives
E[(xTβ)2∣Y]=xTE[ββT∣Y]x=xT(C+mmT)x.
(1)
The symmetric positive semidefinite matrix C+mmT has a Rayleigh quotient maximized over ∥x∥≤1 by any unit eigenvector corresponding to its largest eigenvalue. Bayes decision rule therefore chooses any such eigenvector for the stated utility.

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