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EM algorithm for one-shot device testing with competing risks under exponential distribution

delete2015-05-01
delete29
PRE
AI
N
N. Balakrishnan
H
Hon Yiu So
M
Man Ho Ling *
DOI:10.1016/j.ress.2014.12.014delete
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摘要

摘要

En 中文
This paper provides an extension of the work of Balakrishnan and Ling [1] by introducing a competing risks model into a one-shot device testing analysis under an accelerated life test setting. An Expectation Maximization (EM) algorithm is then developed for the estimation of the model parameters. An extensive Monte Carlo simulation study is carried out to assess the performance of the EM algorithm and then compare the obtained results with the initial estimates obtained by the Inequality Constrained Least Squares (ICLS) method of estimation. Finally, we apply the EM algorithm to a clinical data, ED01, to illustrate the method of inference developed here. (C) 2015 Elsevier Ltd. All rights reserved.
Keyword:
EM algorithm
Inequality constrained least squares
One-shot device
Competing risks
Masked data
Exponential distribution
ED01 Data
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期刊

R
Reliability Engineering and System Safety
IF:
11
论文数:
9.0K
被引数:
4.2W

机构

E
education university of hong kong (eduhk)
学者数:
2.0K
论文数: 3.2K
被引数: 1
M
McMaster University
学者数:
3.6W
论文数: 3.3W
被引数: 4.4W
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