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Lovász Local Lemma


The Lovász local lemma is a probabilistic method for proving that a collection of events can all be avoided even when the events are not mutually independent. Let A_1,...,A_n be events, and let G be a dependency graph: each A_i is independent of every event determined by the A_j whose vertices are neither i nor adjacent to i in G. Write Gamma(i) for the neighbors of i. If there are numbers x_i in [0,1) such that

 Pr(A_i)<=x_iproduct_(j in Gamma(i))(1-x_j) for i=1,...,n,
(1)

then

 Pr( intersection _(i=1)^nA_i^_)>=product_(i=1)^n(1-x_i)>0.
(2)

In particular, there is an outcome in which none of the events occurs.

The frequently used symmetric form assumes that Pr(A_i)<=p for every i and that each event is dependent on at most d other events. It is enough that

 ep(d+1)<=1.
(3)

Unlike a direct union bound, the local lemma exploits the limited dependence among the bad events. It has applications throughout combinatorics, including graph coloring, Ramsey theory, and constructions avoiding prescribed local configurations.


See also

Event, Independent Events, Probability, Probability Space

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References

Alon, N. and Spencer, J. H. The Probabilistic Method, 4th ed. Hoboken, NJ: Wiley, 2016.Erdős, P. and Lovász, L. "Problems and Results on 3-Chromatic Hypergraphs and Some Related Questions." In Infinite and Finite Sets, Vol. II (Ed. A. Hajnal, R. Rado, and V. T. Sós). Amsterdam, Netherlands: North-Holland, pp. 609-627, 1975.

Referenced on Wolfram|Alpha

Lovász Local Lemma

Cite this as:

Weisstein, Eric W. "Lovász Local Lemma." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/LovaszLocalLemma.html

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