Misspecification of copula for one-shot devices under constant stress accelerated life-tests
被引:4
|
作者:
Prajapati, Deepak
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机构:
Indian Inst Technol, Sch Basic Sci, Mandi, Himachal Prades, IndiaIndian Inst Technol, Sch Basic Sci, Mandi, Himachal Prades, India
Prajapati, Deepak
[1
]
Ling, Man Ho
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机构:
Educ Univ Hong Kong, Dept Math & Informat Technol, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R ChinaIndian Inst Technol, Sch Basic Sci, Mandi, Himachal Prades, India
Ling, Man Ho
[2
]
Shing Chan, Ping
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机构:
Chinese Univ Hong Kong, Dept Stat, Hong Kong, Peoples R ChinaIndian Inst Technol, Sch Basic Sci, Mandi, Himachal Prades, India
Shing Chan, Ping
[3
]
Kundu, Debasis
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机构:
Indian Inst Technol, Dept Math & Stat, Kanpur, Uttar Pradesh, IndiaIndian Inst Technol, Sch Basic Sci, Mandi, Himachal Prades, India
Kundu, Debasis
[4
]
机构:
[1] Indian Inst Technol, Sch Basic Sci, Mandi, Himachal Prades, India
[2] Educ Univ Hong Kong, Dept Math & Informat Technol, Tai Po, 10 Lo Ping Rd, Hong Kong, Peoples R China
[3] Chinese Univ Hong Kong, Dept Stat, Hong Kong, Peoples R China
[4] Indian Inst Technol, Dept Math & Stat, Kanpur, Uttar Pradesh, India
Copula;
constant-stress accelerated life testing;
one-shot devices;
quasi-maximum likelihood estimator;
series and parallel systems;
MAXIMUM-LIKELIHOOD-ESTIMATION;
MIS-SPECIFICATION;
WEIBULL;
RELIABILITY;
MODEL;
D O I:
10.1177/1748006X221108850
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
Copula models have attracted significant attention in the recent literature for modeling multivariate observations. An essential feature of copulas is that they enable us to specify the univariate marginal distributions and their joint behaviors separately. This paper provides asymptotic results for misspecification of copula models, and examines the consequences and detection of misspecification in copula models under constant-stress accelerated life-tests for one-shot devices. The one-shot device is considered as a two-component system. The reliability is an important factor in lifetime data applications, and we focus on the effect of misspecification on the estimation of the reliability of one-shot devices. Moreover, the Akaike information criterion is used as a specification test for copula model validation. A simulation study is carried out to evaluate the effect of misspecification under the Gumbel-Hougaard, the Frank and the Clayton copulas incorporated with Weibull and gamma distributions as marginal distributions, in terms of asymptotic bias, asymptotic relative bias, and root mean square error.
机构:
Educ Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R ChinaEduc Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R China
Ling, M. H.
Hu, X. W.
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Educ Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R ChinaEduc Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R China
机构:
Educ Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R ChinaEduc Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R China
机构:
Xian Jiaotong Liverpool Univ, Dept Math Sci, Suzhou 215123, Peoples R ChinaXian Jiaotong Liverpool Univ, Dept Math Sci, Suzhou 215123, Peoples R China
Zhu, Xiaojun
Liu, Kai
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机构:
Shanghai Lixin Univ Accounting & Finance, Sch Stat & Math, Inst Data Sci & Interdisciplinary Studies, Shanghai 201209, Peoples R ChinaXian Jiaotong Liverpool Univ, Dept Math Sci, Suzhou 215123, Peoples R China
Liu, Kai
He, Mu
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机构:
Xian Jiaotong Liverpool Univ, Dept Math Sci, Suzhou 215123, Peoples R ChinaXian Jiaotong Liverpool Univ, Dept Math Sci, Suzhou 215123, Peoples R China
He, Mu
Balakrishnan, N.
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机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, CanadaXian Jiaotong Liverpool Univ, Dept Math Sci, Suzhou 215123, Peoples R China
机构:
Educ Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R ChinaEduc Univ Hong Kong, Dept Math & Informat Technol, Tai Po, Hong Kong, Peoples R China
机构:
McMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
King Abdulaziz Univ, Dept Stat, Jeddah 21413, Saudi ArabiaMcMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada
Balakrishnan, Narayanaswamy
Ling, Man Ho
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机构:
Hong Kong Inst Educ, Dept Math & Informat Technol, Hong Kong, Hong Kong, Peoples R ChinaMcMaster Univ, Dept Math & Stat, Hamilton, ON L8S 4K1, Canada