Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2007/ib/paper-1/18c/ii/solution
Past exam of the mathematics course of the University of Cambridge 2007 ib Paper 1 18C ii Solution by
Codex 0 Created 2026-09-24 Updated 2026-10-14
Independence gives , proving unbiasedness. Conditional on , all binary sample strings with ones are equally likely. ThereforeThe Rao-Blackwell theorem, or the tower property and total variance decomposition directly, yields the improved estimatorIt is unbiased by conditional expectation and is a function of the requested MLE. Its variance is strictly smaller, sinceFor , the event has positive probability. On it, has probability of being one, strictly between zero and one for . Thus the final expectation is strictly positive. This proves strict variance reduction, not merely a weak inequality.
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