• Title/Summary/Keyword: binary time-varying covariate

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A modified estimating equation for a binary time varying covariate with an interval censored changing time

  • Kim, Yang-Jin
    • Communications for Statistical Applications and Methods
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    • v.23 no.4
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    • pp.335-341
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    • 2016
  • Interval censored failure time data often occurs in an observational study where a subject is followed periodically. Instead of observing an exact failure time, two inspection times that include it are made available. Several methods have been suggested to analyze interval censored failure time data (Sun, 2006). In this article, we are concerned with a binary time-varying covariate whose changing time is interval censored. A modified estimating equation is proposed by extending the approach suggested in the presence of a missing covariate. Based on simulation results, the proposed method shows a better performance than other simple imputation methods. ACTG 181 dataset were analyzed as a real example.

Analysis of Recurrent Gap Time Data with a Binary Time-Varying Covariate

  • Kim, Yang-Jin
    • Communications for Statistical Applications and Methods
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    • v.21 no.5
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    • pp.387-393
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    • 2014
  • Recurrent gap times are analyzed with diverse methods under several assumptions such as a marginal model or a frailty model. Several resampling techniques have been recently suggested to estimate the covariate effect; however, these approaches can be applied with a time-fixed covariate. According to simulation results, these methods result in biased estimates for a time-varying covariate which is often observed in a longitudinal study. In this paper, we extend a resampling method by incorporating new weights and sampling scheme. Simulation studies are performed to compare the suggested method with previous resampling methods. The proposed method is applied to estimate the effect of an educational program on traffic conviction data where a program participation occurs in the middle of the study.