A diagnostic test for specification of copulas under censorship

A diagnostic test for specification of copulas under censorship
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审查制度下联结规范的诊断测试

DOI:
10.1080/07474938.2020.1721834
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发表时间:
2020-02-07
影响因子:
1.2
通讯作者:
Wu, Ximing
Wu, Ximing
中科院分区:
经济学4区
文献类型:
--
作者:
Lin, Juan;Wu, Ximing

文献摘要

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Abstract We propose a copula specification test for copula-based multivariate survival models under censorship. This flexible test is applicable to both Archimedean and non-Archimedean copulas and provides useful pointers for alternative copula construction when a null distribution is rejected. It is shown to be consistent and asymptotically distribution free. We demonstrate its good finite sample performance via Monte Carlo simulations. We apply this test to an insurance dataset on losses and expenses. Our test rejects the hypothesis of Gaussian copula. Furthermore, its diagnostic information suggests an alternative copula specification that captures the extreme-value dependence exhibited in the data.