Simulation of left-truncated and case-k interval censored survival data with time-varying covariates

This research focuses on simulation of left-truncated and case-k interval censored survival data from the log-normal model with a time-varying covariate. Left-truncated data usually arises in prevalence cohort study where randomly selected individuals from medical records may have contracted certain...

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Main Authors: Manoharan, Thirunanthini, Arasan, Jayanthi, Midi, Habshah, Adam, Mohd Bakri
Format: Article
Language:English
Published: Institute for Mathematical Research, Universiti Putra Malaysia 2016
Online Access:http://psasir.upm.edu.my/id/eprint/52365/1/11.%20Thirunanthini.pdf
http://psasir.upm.edu.my/id/eprint/52365/
http://einspem.upm.edu.my/journal/fullpaper/vol10saugust/11.%20Thirunanthini.pdf
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spelling my.upm.eprints.523652017-06-05T09:35:14Z http://psasir.upm.edu.my/id/eprint/52365/ Simulation of left-truncated and case-k interval censored survival data with time-varying covariates Manoharan, Thirunanthini Arasan, Jayanthi Midi, Habshah Adam, Mohd Bakri This research focuses on simulation of left-truncated and case-k interval censored survival data from the log-normal model with a time-varying covariate. Left-truncated data usually arises in prevalence cohort study where randomly selected individuals from medical records may have contracted certain disease for some duration of time but are free from event of interest at time of entry into a survival study. In this research, we proposed a simulation methodology by fixing the percentage of truncation at 20% and 60% with the width of 4 months of inspection interval. The procedure was computationally demanding due to the presence of left-truncation and time-varying covariates. The suitability of the proposed method was assessed based on the bias, standard error and root mean square of the parameter estimates for the log-normal survival model. Institute for Mathematical Research, Universiti Putra Malaysia 2016 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/52365/1/11.%20Thirunanthini.pdf Manoharan, Thirunanthini and Arasan, Jayanthi and Midi, Habshah and Adam, Mohd Bakri (2016) Simulation of left-truncated and case-k interval censored survival data with time-varying covariates. Malaysian Journal of Mathematical Sciences, 10 (spec. Aug.). pp. 159-173. ISSN 1823-8343; ESSN: 2289-750X http://einspem.upm.edu.my/journal/fullpaper/vol10saugust/11.%20Thirunanthini.pdf
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description This research focuses on simulation of left-truncated and case-k interval censored survival data from the log-normal model with a time-varying covariate. Left-truncated data usually arises in prevalence cohort study where randomly selected individuals from medical records may have contracted certain disease for some duration of time but are free from event of interest at time of entry into a survival study. In this research, we proposed a simulation methodology by fixing the percentage of truncation at 20% and 60% with the width of 4 months of inspection interval. The procedure was computationally demanding due to the presence of left-truncation and time-varying covariates. The suitability of the proposed method was assessed based on the bias, standard error and root mean square of the parameter estimates for the log-normal survival model.
format Article
author Manoharan, Thirunanthini
Arasan, Jayanthi
Midi, Habshah
Adam, Mohd Bakri
spellingShingle Manoharan, Thirunanthini
Arasan, Jayanthi
Midi, Habshah
Adam, Mohd Bakri
Simulation of left-truncated and case-k interval censored survival data with time-varying covariates
author_facet Manoharan, Thirunanthini
Arasan, Jayanthi
Midi, Habshah
Adam, Mohd Bakri
author_sort Manoharan, Thirunanthini
title Simulation of left-truncated and case-k interval censored survival data with time-varying covariates
title_short Simulation of left-truncated and case-k interval censored survival data with time-varying covariates
title_full Simulation of left-truncated and case-k interval censored survival data with time-varying covariates
title_fullStr Simulation of left-truncated and case-k interval censored survival data with time-varying covariates
title_full_unstemmed Simulation of left-truncated and case-k interval censored survival data with time-varying covariates
title_sort simulation of left-truncated and case-k interval censored survival data with time-varying covariates
publisher Institute for Mathematical Research, Universiti Putra Malaysia
publishDate 2016
url http://psasir.upm.edu.my/id/eprint/52365/1/11.%20Thirunanthini.pdf
http://psasir.upm.edu.my/id/eprint/52365/
http://einspem.upm.edu.my/journal/fullpaper/vol10saugust/11.%20Thirunanthini.pdf
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score 13.159267