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文章基本信息

  • 标题:Inference in a mixture additive hazards cure model
  • 本地全文:下载
  • 作者:Han, Dongxiao ; He, Haijin ; Sun, Liuquan
  • 期刊名称:Statistics and Its Interface
  • 印刷版ISSN:1938-7989
  • 电子版ISSN:1938-7997
  • 出版年度:2021
  • 卷号:14
  • 期号:3
  • 页码:323-338
  • DOI:10.4310/20-SII642
  • 出版社:International Press
  • 摘要:We propose a mixture additive hazards (AH) cure model for survival data with a cure fraction. The proposed model integrates a logistic regression model for the proportion of patients cured of disease and an AH model for the uncured patients. Generalized estimating equations are developed for parameter estimation, and the asymptotic properties of the resulting estimators are established. In addition, model-checking methods are presented to assess the adequacy of the model. The finite-sample performance of the proposed method is evaluated through simulation studies. An application to a human papillomavirus positive oropharyngeal cancer study is conducted to illustrate the proposed method.
  • 关键词:additive hazards model; cure model; estimating equation; logistic regression; mixture; model checking
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