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文章基本信息

  • 标题:Fully probabilistic knowledge expression and incorporation
  • 作者:Miroslav Kárný ; Tatiana V. Guy ; Jan Kracík
  • 期刊名称:Statistics and Its Interface
  • 印刷版ISSN:1938-7989
  • 电子版ISSN:1938-7997
  • 出版年度:2014
  • 卷号:7
  • 期号:4
  • 页码:503-515
  • DOI:10.4310/SII.2014.v7.n4.a7
  • 出版社:International Press
  • 摘要:An exploitation of prior knowledge in parameter estimation becomes vital whenever measured data is not informative enough. Elicitation of quantified prior knowledge is a well-elaborated art in societal and medical applications but not in the engineering ones. Frequently required involvement of a facilitator is mostly unrealistic due to either facilitator’s high costs or complexity of modelled relationships that cannot be grasped by humans. This paper provides a facilitator-free approach based on an advanced knowledge-sharing methodology. It presents the approach on commonly available types of knowledge and applies the methodology to a normal controlled autoregressive model.
  • 关键词:Bayesian estimation; automatised knowledge elicitation; just-in-time modelling; controlled autoregressive model
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