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  • 标题:On Estimating Non-standard Discrete Distributions Using Adaptive MCMC Methods
  • 本地全文:下载
  • 作者:Hatem Baffoun ; Mekki Hajlaoui ; Abdeljelil Farhat
  • 期刊名称:International Journal of Statistics and Probability
  • 印刷版ISSN:1927-7032
  • 电子版ISSN:1927-7040
  • 出版年度:2018
  • 卷号:7
  • 期号:3
  • 页码:1
  • DOI:10.5539/ijsp.v7n3p1
  • 出版社:Canadian Center of Science and Education
  • 摘要:In this paper, we compare empirically the performance of some adaptive MCMC methods, that is, Adaptive Metropolis (AM) algorithm, Single Component Adaptive Metropolis (SCAM) algorithm and Delayed Rejection Adaptive Metropolis (DRAM) algorithm. The context is the simulation of non-standard discrete distributions. The performance criterion used is the precision of the frequency estimator. An application to a Bayesian hypothesis testing problem shows the superiority of the DRAM algorithm over the other considered sampling schemes.
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