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:: Volume 15, Issue 1 (9-2021) ::
JSS 2021, 15(1): 147-164 Back to browse issues page
Joint Model of Longitudinal Count and Time to Event Data with Excess Zeros Using the AFT Model: A Case Study of the HIV/ AIDS Dataset
Mojtaba Zeinali , Ehsan Bahrami Samani *
Abstract:   (2819 Views)

This article aims to joint modeling of longitudinal CD4 cells count and time to death in HIV patients based on the AFT model. The modeling of the longitudinal count response, a GLME model under the family of PSD, was used. In contrast, for the TTE data, the parametric AFT model under the Weibull distribution was investigated. These two responses are linked through random effects correlated with the normal distribution. The longitudinal and survival data are then assumed independent, given the latent linking process and any available covariates. Considering excess zeros for two responses and right censoring, presented a joint model that has not yet been investigated by other researchers. The parameters were also estimated using MCMC methods.

Keywords: Accelerated Failure Time Model, Time to Event, Right Censoring, Family of Power Series Distribution, Generalized Linear Mixed Effect (GLME) Model.
Full-Text [PDF 257 kb]   (1170 Downloads)    
Type of Study: Research | Subject: Applied Statistics
Received: 2020/03/3 | Accepted: 2020/09/19 | Published: 2021/03/15
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Zeinali M, Bahrami Samani E. Joint Model of Longitudinal Count and Time to Event Data with Excess Zeros Using the AFT Model: A Case Study of the HIV/ AIDS Dataset. JSS 2021; 15 (1) :147-164
URL: http://jss.irstat.ir/article-1-703-en.html


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Creative Commons License This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
Volume 15, Issue 1 (9-2021) Back to browse issues page
مجله علوم آماری – نشریه علمی پژوهشی انجمن آمار ایران Journal of Statistical Sciences

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