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Laplace principle (large deviations theory)

In mathematics, Laplace's principle is a basic theorem in large deviations theory which is similar to Varadhan's lemma. It gives an asymptotic expression for the Lebesgue integral of exp(−θφ(x)) over a fixed set A as θ becomes large. Such expressions can be used, for example, in statistical mechanics to determining the limiting behaviour of a system as the temperature tends to absolute zero.

Statement of the result

Let A be a Lebesgue-measurable subset of d-dimensional Euclidean space R<sup>d</sup> and let &phi;&nbsp;:&nbsp;R<sup>d</sup>&nbsp;→&nbsp;R be a measurable function with

Then

where ess&nbsp;inf denotes the essential infimum. Heuristically, this may be read as saying that for large &theta;,

Application

The Laplace principle can be applied to the family of probability measures P<sub>&theta;</sub> given by

to give an asymptotic expression for the probability of some event A as &theta; becomes large. For example, if X is a standard normally distributed random variable on R, then

for every measurable set A.

See also

References