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题名: Censored Regression with Error-Prone Predictors for Partially Linear Single-Index Models
作者: Cheng, Tsung-Lin;Lue, Heng-Hui;Lu, Xue-Wen;Sun, Jia-Wei
贡献者: 數學系
关键词: Censored regression;Measurement error;Partially linear single index models
日期: 2010-06
上传时间: 2012-09-10T06:02:35Z
出版者: 中國統計學社
摘要: In this paper, we consider a general partially linear single-index model (PLSIM) with censored response and nonlinear error-inclined regressors. Utilizing local linear fit for the nonparametric part, we may combine the Fan-Gijbel's transformation (Fan and Gijbel, 1994) with Carroll-Li's regression calibration (Carroll and Li, 1992) to simultaneously overcome the estimating problem caused by censoring and measurement errors. At the end of this paper, we provide some interesting simulation results to justify our method.
關聯: Journal of the Chinese Statistical Association, 48(2): 108-126
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