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Erschienen in: Journal of Combinatorial Optimization 1/2016

01.07.2016

Performances of pure random walk algorithms on constraint satisfaction problems with growing domains

verfasst von: Wei Xu, Fuzhou Gong

Erschienen in: Journal of Combinatorial Optimization | Ausgabe 1/2016

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Abstract

The performances of two types of pure random walk (PRW) algorithms for a model of constraint satisfaction problem with growing domains (called Model RB) are investigated. Threshold phenomenons appear for both algorithms. In particular, when the constraint density \(r\) is smaller than a threshold value \(r_d\), PRW algorithms can solve instances of Model RB efficiently, but when \(r\) is bigger than the \(r_d\), they fail. Using a physical method, we find out the threshold values for both algorithms. When the number of variables \(N\) is large, the threshold values tend to zero, so generally speaking PRW does not work on Model RB. By performing experiments, we show that PRW strategy cannot do better than other fundamental strategies.

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Metadaten
Titel
Performances of pure random walk algorithms on constraint satisfaction problems with growing domains
verfasst von
Wei Xu
Fuzhou Gong
Publikationsdatum
01.07.2016
Verlag
Springer US
Erschienen in
Journal of Combinatorial Optimization / Ausgabe 1/2016
Print ISSN: 1382-6905
Elektronische ISSN: 1573-2886
DOI
https://doi.org/10.1007/s10878-015-9891-9

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