Inference on semiparametric transformation model with general interval-censored failure time data

doi:10.1080/10485252.2018.1478091

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	Inference on semiparametric transformation model with general interval-censored failure time data
	Wang, Peijie 1,2; Zhao, Hui 3; Du, Mingyue 2; Sun, Jianguo 4
刊名	JOURNAL OF NONPARAMETRIC STATISTICS
	2018
卷号	30 期号:3 页码:758-773
关键词	Case K interval-censored data informative censoring model checking transformation model sieve maximum likelihood estimation
ISSN号	1048-5252
DOI	10.1080/10485252.2018.1478091
英文摘要	Failure time data occur in many areas and in various censoring forms and many models have been proposed for their regression analysis such as the proportional hazards model and the proportional odds model. Another choice that has been discussed in the literature is a general class of semiparmetric transformation models, which include the two models above and many others as special cases. In this paper, we consider this class of models when one faces a general type of censored data, case K informatively interval-censored data, for which there does not seem to exist an established inference procedure. For the problem, we present a two-step estimation procedure that is quite flexible and can be easily implemented, and the consistency and asymptotic normality of the proposed estimators of regression parameters are established. In addition, an extensive simulation study is conducted and suggests that the proposed procedure works well for practical situations. An application is also provided.
WOS研究方向	Mathematics
语种	英语
出版者	TAYLOR & FRANCIS LTD
WOS记录号	WOS:000441658300011
内容类型	期刊论文
源URL	[http://10.2.47.112/handle/2XS4QKH4/754]
专题	上海财经大学
通讯作者	Zhao, Hui
作者单位	1.Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai, Peoples R China; 2.Jilin Univ, Ctr Appl Stat Res, Sch Math, Changchun, Jilin, Peoples R China; 3.Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Hubei, Peoples R China; 4.Univ Missouri, Dept Stat, Columbiaville, MI USA
推荐引用方式 GB/T 7714	Wang, Peijie,Zhao, Hui,Du, Mingyue,et al. Inference on semiparametric transformation model with general interval-censored failure time data[J]. JOURNAL OF NONPARAMETRIC STATISTICS,2018,30(3):758-773.
APA	Wang, Peijie,Zhao, Hui,Du, Mingyue,&Sun, Jianguo.(2018).Inference on semiparametric transformation model with general interval-censored failure time data.JOURNAL OF NONPARAMETRIC STATISTICS,30(3),758-773.
MLA	Wang, Peijie,et al."Inference on semiparametric transformation model with general interval-censored failure time data".JOURNAL OF NONPARAMETRIC STATISTICS 30.3(2018):758-773.