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Numerical methods which make use of random numbers are called Monte-Carlo methods--after the famous casino. The obvious applications of such methods are in stochastic physics: e.g., statistical thermodynamics. However, there are other, less obvious, applications: e.g., the evaluation of multi-dimensional integrals.

Richard Fitzpatrick 2006-03-29