Importance sampling using the semi-regenerative method

被引:2
|
作者
Calvin, JM [1 ]
Glynn, PW [1 ]
Nakayama, MK [1 ]
机构
[1] New Jersey Inst Technol, Dept Comp Sci, Newark, NJ 07102 USA
关键词
D O I
10.1109/WSC.2001.977320
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We discuss using the semi-regenerative method, importance sampling, and stratification to estimate the expected cumulative reward until hitting a fixed set of states for a discrete-time Markov chain on a countable state space. We develop a general theory for this problem and present several central limit theorems for our estimators. We also present some empirical results from applying these techniques to simulate a reliability model.
引用
收藏
页码:441 / 450
页数:10
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