Title :
Efficient probability estimation and simulation of the truncated multivariate student-t distribution
Author :
Zdravko I. Botev;Pierre L´Ecuyer
Author_Institution :
School of Mathematics and Statistics, The University of New South Wales, Sydney, 2052, AUSTRALIA
Abstract :
We propose an exponential tilting method for the accurate estimation of the probability that a random vector with multivariate student-t distribution falls in a convex polytope. The method can also be used to simulate exactly from the corresponding truncated multivariate student-t distribution, thus providing an alternative to approximate Markov Chain Monte Carlo simulation. Numerical experiments show that the suggested method is significantly more accurate and reliable than its competitors.
Conference_Titel :
Winter Simulation Conference (WSC), 2015
Electronic_ISBN :
1558-4305
DOI :
10.1109/WSC.2015.7408180