Regression Analysis of Current Status Data Under the Additive Hazards Model with Auxiliary Covariates

Regression Analysis of Current Status Data Under the Additive Hazards Model with Auxiliary Covariates

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Article ID: iaor201523762
Volume: 42
Issue: 1
Start Page Number: 118
End Page Number: 136
Publication Date: Mar 2015
Journal: Scandinavian Journal of Statistics
Authors: , ,
Keywords: statistics: general
Abstract:

This paper discusses regression analysis of current status or case I interval‐censored failure time data arising from the additive hazards model. In this situation, some covariates could be missing because of various reasons, but there may exist some auxiliary information about the missing covariates. To address the problem, we propose an estimated partial likelihood approach for estimation of regression parameters, which makes use of the available auxiliary information. The method can be easily implemented, and the asymptotic properties of the resulting estimates are established. To assess the finite sample performance of the proposed method, an extensive simulation study is conducted and indicates that the method works well.

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