Bayesian nonparametric system reliability using sets of priors

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• 作者：Gero Walter^a ; ^{g.m.walter@tue.nl} ; Louis J.M. Aslett^b ; ^{louis.aslett@stats.ox.ac.uk} ; Frank P.A. Coolen^c ; ^{frank.coolen@durham.ac.uk}
• 关键词：System reliability ; Survival signature ; Imprecise probability ; Bayesian nonparametrics ; Prior&ndash ; data conflict
• 刊名：International Journal of Approximate Reasoning
• 出版年：2017
• 出版时间：January 2017
• 年：2017
• 卷：80
• 期：Complete
• 页码：67-88
• 全文大小：1161 K
• 卷排序：80

文摘

System reliability bounds for arbitrarily complex system layouts. Nonparametric modelling of component reliability functions. Vague and partial specification of prior component reliability functions possible. Wider reliability bounds on component and system level in case of prior–data conflict. Freely available and easy to use software: implemented in R package Reliability Theory.