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Asymptotic properties for the semiparametric regression model with randomly censored data 被引量:3

Asymptotic properties for the semiparametric regression model with randomly censored data
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摘要 Suppose that the patients’ survival times,Y,are random variables following the semiparametric regression model Y=Xβ+g(T)+ε,where (X,T) is a radom vector taking values in R×[0,1],β is an unknown parameter,g(·) is an unknown smooth regression function and εis the random error with zero mean and variance σ2.It is assumed that (X,T) is independent of ε.The estimators βn and gm(·) ofβ and g(·) are defined,respectively,when the observations are randomly censored on the right and the censoring distribution is unknown.Moreover,it isshown that βm is asymptotically normal and gm(·) is weak consistence with rate Op(n-1/3). Suppose that the patients' survival times,Y,are random variables following the semiparametric regression model Y=Xβ+g(T)+ε,where (X,T) is a radom vector taking values in R×[0,1],β is an unknown parameter,g(·) is an unknown smooth regression function and εis the random error with zero mean and variance σ2.It is assumed that (X,T) is independent of ε.The estimators βn and gm(·) ofβ and g(·) are defined,respectively,when the observations are randomly censored on the right and the censoring distribution is unknown.Moreover,it isshown that βm is asymptotically normal and gm(·) is weak consistence with rate Op(n-1/3).
出处 《Science China Mathematics》 SCIE 1997年第9期945-957,共13页 中国科学:数学(英文版)
基金 Project supported by China Postdoctoral Science Foundation and the National Science Foundation of China.
关键词 RANDOM CENSORSHIP SEMIPARAMETRIC regression ASYMPTOTIC normality. random censorship,semiparametric regression,asymptotic normality.
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