Fast simulation of truncated Gaussian distributions

被引:75
作者
Chopin, Nicolas [1 ]
机构
[1] ENSAE CREST, F-92245 Malakoff, France
关键词
Accept-reject; Markov chain Monte Carlo; Tail Gaussian distribution; Truncated Gaussian distribution; MULTINOMIAL PROBIT MODEL; BAYESIAN-ANALYSIS; CONCAVE DISTRIBUTIONS; PARAMETER; INFERENCE;
D O I
10.1007/s11222-009-9168-1
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We consider the problem of simulating a Gaussian vector X, conditional on the fact that each component of X belongs to a finite interval [a (i) ,b (i) ], or a semi-finite interval [a (i) ,+a). In the one-dimensional case, we design a table-based algorithm that is computationally faster than alternative algorithms. In the two-dimensional case, we design an accept-reject algorithm. According to our calculations and numerical studies, the acceptance rate of this algorithm is bounded from below by 0.5 for semi-finite truncation intervals, and by 0.47 for finite intervals. Extension to three or more dimensions is discussed.
引用
收藏
页码:275 / 288
页数:14
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