应用数学学报
應用數學學報
응용수학학보
ACTA MATHEMATICAE APPLICATAE SINICA
2009年
5期
938-950
,共13页
多类型复发事件%加性乘积比率模型%加性Aalen模型%估计方程
多類型複髮事件%加性乘積比率模型%加性Aalen模型%估計方程
다류형복발사건%가성승적비솔모형%가성Aalen모형%고계방정
multiple type recurrent event%additive multiplicative rates model%Aalen's additive model%estimating equation
本文基于多类型复发事件数据,讨论了一个新的加性乘积比率回归模型,该模型包括两部分,其中第一部分为可加Aalen模型,其中协变量影响为加性的且与时间有关.第二部分为Cox回归模型,其中协变量有乘性影响.利用估计方程的方法,给出了该模型中未知参数和非参数函数的一种估计方法,并利用现代经验过程理沦证明了所得估计的相合性和渐近正态性.
本文基于多類型複髮事件數據,討論瞭一箇新的加性乘積比率迴歸模型,該模型包括兩部分,其中第一部分為可加Aalen模型,其中協變量影響為加性的且與時間有關.第二部分為Cox迴歸模型,其中協變量有乘性影響.利用估計方程的方法,給齣瞭該模型中未知參數和非參數函數的一種估計方法,併利用現代經驗過程理淪證明瞭所得估計的相閤性和漸近正態性.
본문기우다류형복발사건수거,토론료일개신적가성승적비솔회귀모형,해모형포괄량부분,기중제일부분위가가Aalen모형,기중협변량영향위가성적차여시간유관.제이부분위Cox회귀모형,기중협변량유승성영향.이용고계방정적방법,급출료해모형중미지삼수화비삼수함수적일충고계방법,병이용현대경험과정리륜증명료소득고계적상합성화점근정태성.
In this article, we propose a new additive multiplicative rates models for multiple type recurrent event data. The proposed model includes two parts. The first part is an Aalen's additive model which allows for time-varying covariate effects. The second part is a Cox regression model which contains multiplicative covariate effects. Estimating equation approaches are developed to estimate the nonparametric and parametric components of the proposed model. Based on modern empirical process theory, the consistency and asymptotic normality properties of the proposed estimators are established.