Verify the second equality in (16.39). Also verify the bias-variance decomposition (16.40) (the first equality). Finally, verify

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Verify the second equality in (16.39). Also verify the bias-variance decomposition

(16.40) (the first equality). Finally, verify expressions (16.41) when

ˆ β is the LS estimator.

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