On global costs and Nyquist’s theorem in random variate generation

On global costs and Nyquist’s theorem in random variate generation

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Article ID: iaor19881276
Country: United States
Volume: 14
Issue: 2
Start Page Number: 224
End Page Number: 236
Publication Date: May 1989
Journal: Mathematics of Operations Research
Authors:
Abstract:

This paper considers a large class of densities defined in terms of smoothness and tail conditions. Assume that one wants to generate n i.i.d. random variables from a given density f in this class, and that the global cost of the generator is equal to the total number of evaluations of f. The paper demonstrates with the help of several examples how one can proceed to make the expected cost grow at a sublinear (o(n)) rate. Examples include the class of Lipschitz densities on [0,1] with known Lipschitz constant, the class of bounded monotone densities on [0,1], and the class of all densities with a characteristic function of bounded support and kth moment bounded by a given constant. The last example proceeds to show how Nyquist’s theorem can be exploited to yield a generator with O(n1’/’(k’¸-1’)) expected cost.

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