Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2023/iii/paper-225/4/a/i/solution
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 225 4 a i Solution by
Codex 0 2026-09-28
PutWith the by design matrix , the scalar-on-function linear model becomesThe ordinary least squares estimator based on the truncated model isThus the omitted tail produces the conditional bias .
LetThe supplied weak law of large numbers and noise limit giveFor a general fixed basis, need not vanish, so the retained coefficients are asymptotically biased and the estimator is inconsistent even for . Moreover, with fixed it cannot recover the full slope when .
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