In statistics, there is a class of methods called “integrated nested Laplace approximations.” These methods allow for the estimation of population parameters using a limited number of observations.
They are particularly useful in situations where the data set is too small to enable the use of classical methods, but large enough to allow the use of more efficient algorithms.
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