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文章基本信息

  • 标题:The Rise of Markov Chain Monte Carlo Estimation for Psychometric Modeling
  • 本地全文:下载
  • 作者:Roy Levy
  • 期刊名称:Journal of Probability and Statistics
  • 印刷版ISSN:1687-952X
  • 电子版ISSN:1687-9538
  • 出版年度:2009
  • 卷号:2009
  • DOI:10.1155/2009/537139
  • 出版社:Hindawi Publishing Corporation
  • 摘要:Markov chain Monte Carlo (MCMC) estimation strategies represent a powerful approach to estimation in psychometric models. Popular MCMC samplers and their alignment with Bayesian approaches to modeling are discussed. Key historical and current developments of MCMC are surveyed, emphasizing how MCMC allows the researcher to overcome the limitations of other estimation paradigms, facilitates the estimation of models that might otherwise be intractable, and frees the researcher from certain possible misconceptions about the models.
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