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ε-代换类先验的贝叶斯稳健性
Bayesian Robustness of ε-contaminated Priors
【摘要】 考查了ε-代换类先验的贝叶斯稳健性,衡量其稳健与否的标准是先验为ε-代换类的后验分布的kullback leibler散度和它的曲率。给出了多维和非共轭情况下后验的kullback leibler散度的曲率的变化范围。
【Abstract】 This paper reviewed the Bayesian robustness of classes of ε-contaminated priors. The criteria for measuring its robustness are kullback-leibler divergence of the posterior distribution for the classes of -contaminated priors and it’s curvature.The ranges of the curvature for several classes of priors are given which include multi-dimensional problems and non-conjugate cases.
【关键词】 ε-代换类;
贝叶斯稳健性;
kullbackleibler散度和曲率;
【Key words】 ε-contaminated priors; Bayesian robustness; kullback-leibler divergence and curvature;
【Key words】 ε-contaminated priors; Bayesian robustness; kullback-leibler divergence and curvature;
- 【文献出处】 山东科技大学学报(自然科学版) ,Journal of Shandong Inst.of Min.& Tech , 编辑部邮箱 ,2004年04期
- 【分类号】O211.67
- 【被引频次】5
- 【下载频次】66