A semiparametric regression cure model with current status data
文献类型：期刊论文
| 作者 | Lam, KF; Xue, HQ |
| 刊名 | Biometrika
 |
| 出版日期 | 2005-09-01 |
| 卷号 | 92期号:3页码:573-586 |
| ISSN号 | 0006-3444 |
| 关键词 | Asymptotically efficient estimator Cured proportion Mixture model Partly linear model Sieve maximum likelihood estimator |
| DOI | 10.1093/biomet/92.3.573 |
| 通讯作者 | Lam, kf(hrntlkf@hku.hk) |
| 英文摘要 | This paper considers the analysis of current status data with a cured proportion in the population using a mixture model that combines a logistic regression formulation for the probability of cure with a semiparametric regression model for the time to occurrence of the event. the semiparametric regression model belongs to the flexible class of partly linear models that allows one to explore the possibly nonlinear effect of a certain covariate on the response variable. a sieve maximum likelihood estimation method is proposed and the asymptotic properties of the proposed estimators are discussed. under some mild conditions, the estimators are shown to be strongly consistent. the convergence rate of the estimator for the unknown smooth function is obtained and the estimator for the unknown parameter is shown to be asymptotically efficient and normally distributed. simulation studies were carried out to investigate the performance of the proposed method and the model is fitted to a dataset from a study of calcification of the hydrogel intraocular lenses, a complication of cataract treatment. |
| WOS关键词 | ADDITIVE HAZARDS REGRESSION ; MIXTURE MODEL ; EFFICIENT ESTIMATION ; LINEAR-REGRESSION |
| WOS研究方向 | Life Sciences & Biomedicine - Other Topics ; Mathematical & Computational Biology ; Mathematics |
| WOS类目 | Biology ; Mathematical & Computational Biology ; Statistics & Probability |
| 语种 | 英语 |
| 出版者 | OXFORD UNIV PRESS |
| WOS记录号 | WOS:000231524600006 |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2377450 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Lam, KF |
| 作者单位 | 1.Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Hong Kong, Peoples R China 2.Chinese Acad Sci, Grad Sch, Dept Math, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Lam, KF,Xue, HQ. A semiparametric regression cure model with current status data[J]. Biometrika,2005,92(3):573-586. |
| APA | Lam, KF,&Xue, HQ.(2005).A semiparametric regression cure model with current status data.Biometrika,92(3),573-586. |
| MLA | Lam, KF,et al."A semiparametric regression cure model with current status data".Biometrika 92.3(2005):573-586. |
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来源：中国科学院大学
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