Past exam of the computer science course of the University of Oxford 2015 Probability and computing 2026-10-31
Solutions to the paper dated 1 June 2015.[ref]
Probability and Computing examination paper by the University of Oxford (2015). Cover, code A14681W1; printed pp. 2–3, Questions 1–3
Every numbered subpart is treated. The original assertions in 2(b) and 2(c) are false: the two-bin repeated singleton-removal allocation gives exact counterexamples. Those answers explain the defect and the intended conditional calculation; 2(d) also supplies an independent, valid bound for the actual process.There is no proof of the printed assertion: it is false for the stated expectations. The original explicitly defines as the expected remaining count, so replacing it by a deterministic upper envelope changes the problem.[ref]
Probability and Computing examination paper by the University of Oxford (2015). Printed p. 2, definition preceding Question 2(b), and Question 2(b)
Let be the actual count after rounds and . The union bound gives the valid conditional estimateBy the law of total expectation, the resulting unconditional bound isDiscarding the variance term is an expectation closure error for a nonlinear recurrence. In particular, Jensen's inequality says , which cannot justify the requested upper bound.
For an exact counterexample, start with two balls and two bins. A round serves both balls if they land separately and serves neither if they collide. Each outcome has probability , independently in successive rounds while both balls remain. ConsequentlyAt , the requested inequality would say , but
The printed bound also fails for the actual expectations. In the two-bin counterexample from part (b), at the true value and proposed bound areThe supplied premise does hold in this example: . Thus the problem is the invalid recurrence in part (b), rather than failure of the supplied starting estimate.[ref]
The intended mathematical induction is valid conditionally on the recurrence. For a deterministic nonnegative sequence satisfying and , the base case is . If , thenThis proves the proposed form for but cannot identify with .
