I give an introduction, aimed at mathematicians and computer scientists, to physics lore about dynamic critical phenomena. I then give an introduction to cluster algorithms, notably those of Swendsen--Wang and Chayes--Machta, which can potentially achieve significant reductions in critical slowing-down compared to local algorithms.
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