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Algorithmic Lovász local lemma : ウィキペディア英語版
Algorithmic Lovász local lemma
In theoretical computer science, the algorithmic Lovász local lemma gives an algorithmic way of constructing objects that obey a system of constraints with limited dependence.
Given a finite set of ''bad'' events in a probability space with limited dependence amongst the ''Ai''s and with specific bounds on their respective probabilities, the Lovász local lemma proves that with non-zero probability all of these events can be avoided. However, the lemma is non-constructive in that it does not provide any insight on ''how'' to avoid the bad events.
If the events are determined by a finite collection of mutually independent random variables, a simple Las Vegas algorithm with expected polynomial runtime proposed by Robin Moser and Gábor Tardos〔.〕 can compute an assignment to the random variables such that all events are avoided.
==Review of Lovász local lemma==
(詳細はprobabilistic method to prove the existence of certain complex mathematical objects with a set of prescribed features. A typical proof proceeds by operating on the complex object in a random manner and uses the Lovász Local Lemma to bound the probability that any of the features is missing. The absence of a feature is considered a ''bad event'' and if it can be shown that all such bad events can be avoided simultaneously with non-zero probability, the existence follows. The lemma itself reads as follows:
Let \mathcal = \ be a finite set of events in the probability space Ω. For A \in \mathcal let \Gamma(A) denote a subset of \mathcal such that A is independent from the collection of events \mathcal \setminus (\ \cup \Gamma(A)). If there exists an assignment of reals x : \mathcal \rightarrow (0,1) to the events such that
: \forall A \in \mathcal : \Pr() \leq x(A) \prod_ (1-x(B))
then the probability of avoiding all events in \mathcal is positive, in particular
: \Pr\left(\wedge \cdots \wedge \overline\,\right ) \geq \prod_{A \in \mathcal{A}} (1-x(A)).


抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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