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使用Savage-Dickey密度比的推广计算贝叶斯因子

Computing Bayes Factors Using a Generalization of the Savage-Dickey Density Ratio

Journal of the American Statistical Association · 1995
被引 115
ABS 4

中文导读

提出一种计算贝叶斯因子的简单方法,将其表示为Savage-Dickey密度比与校正因子的乘积,两者均可从后验模拟中轻松估计,且在某些情况下无需计算似然函数。

Abstract

Abstract We present a simple method for computing Bayes factors. The method derives from observing that in general, a Bayes factor can be written as the product of a quantity called the Savage-Dickey density ratio and a correction factor; both terms are easily estimated from posterior simulation. In some cases it is possible to do these computations without ever evaluating the likelihood. Key Words: Bayes factorHypothesis testingMarkov chain Monte Carlo

贝叶斯统计假设检验计量经济学计算统计学