SUMMARY A generalization of the sampling method introduced by Metropolis et al. (1953) is pre-sented along with an exposition of the relevant theory, techniques of application and methods and difficulties of assessing the error in Monte Carlo estimates. Examples of the methods, including the generation of random orthogonal matrices and potential applica-tions of the methods to numerical problems arising in statistics, are discussed.
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