DocumentCode
390742
Title
Spectral gap and log-Sobolev constant for balanced matroids
Author
Jerrum, Mark ; Son, Jung Bae
Author_Institution
Div. of Informatics, Edinburgh Univ., UK
fYear
2002
fDate
2002
Firstpage
721
Lastpage
729
Abstract
We compute tight lower bounds on the log-Sobolev constant of a class of inductively defined Markov chains, which contains the bases-exchange walks for balanced matroids studied by Feder and Mihail. As a corollary, we obtain improved upper bounds for the mixing time of a variety of Markov chains. An example: the "natural" random walk on spanning trees of a graph G as proposed by Broder - which has been studied by a number of authors - mixes in time O(mn log n), where n is the number of vertices of G and m the number of edges. This beats the best previous upper bound on this walk by a factor n2.
Keywords
Markov processes; combinatorial mathematics; computational complexity; matrix algebra; Markov chain simulation; Markov chains; balanced matroids; bases-exchange walks; combinatorial structures; edges; log-Sobolev constant; lower bounds; matroids; tight lower bounds; Algorithm design and analysis; Contracts; Convergence; Current measurement; Informatics; Robustness; Sampling methods; Time measurement; Tree graphs; Upper bound;
fLanguage
English
Publisher
ieee
Conference_Titel
Foundations of Computer Science, 2002. Proceedings. The 43rd Annual IEEE Symposium on
ISSN
0272-5428
Print_ISBN
0-7695-1822-2
Type
conf
DOI
10.1109/SFCS.2002.1181997
Filename
1181997
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