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Jul 10 – 14, 2023
Heinz Nixdorf MuseumsForum (HNF)
Europe/Berlin timezone

The wrong direction of Jensen’s inequality is algorithmically right

Jul 11, 2023, 12:10 PM
20m
Seminar Room 5 (HNF)

Seminar Room 5

HNF

Speaker

Or Zamir

Description

Or Zamir

Abstract: Let $\mathcal{A}$ be an algorithm with expected running time $e^X$, conditioned on the value of some random variable $X$.
We construct an algorithm $\mathcal{A'}$ with expected running time $O\left(e^{E[X]}\right)$, that fully executes $\mathcal{A}$.
In particular, an algorithm whose running time is a random variable $T$ can be converted to one with expected running time $O\left(e^{E[\ln T]}\right)$, which is never worse than $O(E[T])$.
No information about the distribution of $X$ is required for the construction of $\mathcal{A}'$.

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