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Fixed Design Nonparametric Regression with Truncated and Censored Data 被引量:1

Fixed Design Nonparametric Regression with Truncated and Censored Data
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摘要 Abstract In this paper we consider a fixed design model in which the observations are subject to left truncation and right censoring. A generalized product-limit estimator for the conditional distribution at a given covariate value is proposed, and an almost sure asymptotic representation of this estimator is established. We also obtain the rate of uniform consistency, weak convergence and a modulus of continuity for this estimator. Applications include trimmed mean and quantile function estimators.These applications demonstrate the usefulness of the new matrix products. Abstract In this paper we consider a fixed design model in which the observations are subject to left truncation and right censoring. A generalized product-limit estimator for the conditional distribution at a given covariate value is proposed, and an almost sure asymptotic representation of this estimator is established. We also obtain the rate of uniform consistency, weak convergence and a modulus of continuity for this estimator. Applications include trimmed mean and quantile function estimators.These applications demonstrate the usefulness of the new matrix products.
出处 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2003年第2期229-238,共10页 应用数学学报(英文版)
基金 Partially supported by the National Natural Science Foundation of China (No.10071092).
关键词 Keywords Nonparametric regression fixed design asymptotic representation truncated and censored data modulus of continuity Keywords Nonparametric regression, fixed design, asymptotic representation, truncated and censored data, modulus of continuity
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