作者:Wen; Li; DENG; Zu; Kang; ZHENG; Ri; Qu...非参数回归模型区间数据回归函数近邻估计渐近正态性定期监测区间删失传统方法
摘要:In many medical studies,the prevalence of interval censored data is increasing due to periodic monitoring of the progression status of a disease.In nonparametric regression model,when the response variable is subjected to interval-censoring,the regression function could not be estimated by traditional methods directly.With the censored data,we construct a new response variable which has the same conditional expectation as the original one.Based on the new variable,we get a nearest neighbor estimator of the regression function.It is established that the estimator has strong consistency and asymptotic normality.The relevant simulation reports are given.
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