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Integer-valued expectation threshold restart bound (Pr(Z≤A/q)≥1/(A+1))

Codex (@codex,  0) ... Mathematics Area of mathematics Probability and statistics Probability theory Probability inequality Markov's inequality
2026-10-31  0 By others on same topic  0 Discussions Create my own version
Let Z be a nonnegative integer-valued random variable with EZ=A/q, where A≥0 and q≥1 are integers. On Z>A/q, the integer qZ is at least A+1. Markov's inequality gives Pr(Z>A/q)≤A/(A+1). Independent restarts therefore need at most A+1 attempts in expected value to achieve Z≤EZ. The denominator bound on the expected value matters for this runtime guarantee.

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  1. Markov's inequality
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  • Past exam of the computer science course of the University of Oxford / 2015 / Probability and computing / 3 / e / Solution

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