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TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES
by
Sun, Liuquan
, Ding, Jieli
, Wang, Zhanfeng
, Wu, Yaohua
in
Censored data
/ Estimation methods
/ Estimators
/ Longitudinal data
/ Quantile regression
/ Regression analysis
/ RNA
/ Simulations
/ Statistical variance
/ Viral load
2018
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TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES
by
Sun, Liuquan
, Ding, Jieli
, Wang, Zhanfeng
, Wu, Yaohua
in
Censored data
/ Estimation methods
/ Estimators
/ Longitudinal data
/ Quantile regression
/ Regression analysis
/ RNA
/ Simulations
/ Statistical variance
/ Viral load
2018
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Do you wish to request the book?
TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES
by
Sun, Liuquan
, Ding, Jieli
, Wang, Zhanfeng
, Wu, Yaohua
in
Censored data
/ Estimation methods
/ Estimators
/ Longitudinal data
/ Quantile regression
/ Regression analysis
/ RNA
/ Simulations
/ Statistical variance
/ Viral load
2018
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TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES
Journal Article
TOBIT QUANTILE REGRESSION OF LEFT-CENSORED LONGITUDINAL DATA WITH INFORMATIVE OBSERVATION TIMES
2018
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Overview
In many longitudinal studies, longitudinal responses are subject to left-censoring and may be correlated with observation times. In this article, we propose a Tobit quantile regression model for the analysis of left-censored longitudinal data with informative observation times and with the longitudinal responses allowed to depend on the past observation history. Estimating equation approaches are developed for parameter estimation, and the resulting estimators are shown to be consistent and asymptotically normal. A modified Majorize-Minimize algorithm is proposed to compute the proposed estimators. Simulation studies show that the proposed estimators perform well. An application to a data set from an AIDS clinical trial study is provided.
Publisher
Institute of Statistical Science, Academia Sinica and International Chinese Statistical Association
Subject
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