A pseudo-likelihood estimation method for nonhomogeneous gamma process model with random effects

被引:11
作者
Wang, Xiao [1 ]
机构
[1] Univ Maryland, Dept Math & Stat, Baltimore, MD 21250 USA
关键词
degradation data; empirical process; greatest convex minorant; pseudo-likelihood; profile likelihood; Gamma process;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 [统计学]; 070103 [概率论与数理统计]; 0714 [统计学];
摘要
We study a semiparametric pseudo-likelihood inference for nonhomogeneous Gamma process with random effects for degradation data. The setting for degradation data, is one in which n indepemdent subjects, each with a nonhomogeneous Gamma process, are observed at possible different times. The random effects are used to represent heterogeneity of degradation paths. To obtain the maximum pseudo-likelihood estimator, we use the Pool Adjacent Violators Algorithm. We study the asymptotic properties for this estimator. A simulation study is conducted to validate the method and its application is illustrated by using degradation data of a civil engineering structure to estimate its reliability.
引用
收藏
页码:1153 / 1163
页数:11
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