Attia MI

I tackle the problem of non-alcoholic fatty liver disease (NAFLD) from the statistical point of view. Using the multistate model, in the form of the continuous time Markov chains, helps the statistical analysis of the progression of the disease over time. The simplest model of the health-disease-death process is applied to the NAFLD. The model is composed of 8 pdfs and 5 rates that need to be estimated. Maximum likelihood and quasi-Newton methods are applied to estimate the transition rates among states.

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[1] Iman Mohammed Attia Abd El-Khalik Abo-Elreesh, "CTMC Analyzing NAFLD Progression (Small Model)", IEEE Dataport, 2022. [Online]. Available: http://dx.doi.org/10.21227/az1b-x326. Accessed: Feb. 12, 2025.
@data{az1b-x326-22,
doi = {10.21227/az1b-x326},
url = {http://dx.doi.org/10.21227/az1b-x326},
author = {Iman Mohammed Attia Abd El-Khalik Abo-Elreesh },
publisher = {IEEE Dataport},
title = {CTMC Analyzing NAFLD Progression (Small Model)},
year = {2022} }
TY - DATA
T1 - CTMC Analyzing NAFLD Progression (Small Model)
AU - Iman Mohammed Attia Abd El-Khalik Abo-Elreesh
PY - 2022
PB - IEEE Dataport
UR - 10.21227/az1b-x326
ER -
Iman Mohammed Attia Abd El-Khalik Abo-Elreesh. (2022). CTMC Analyzing NAFLD Progression (Small Model). IEEE Dataport. http://dx.doi.org/10.21227/az1b-x326
Iman Mohammed Attia Abd El-Khalik Abo-Elreesh, 2022. CTMC Analyzing NAFLD Progression (Small Model). Available at: http://dx.doi.org/10.21227/az1b-x326.
Iman Mohammed Attia Abd El-Khalik Abo-Elreesh. (2022). "CTMC Analyzing NAFLD Progression (Small Model)." Web.
1. Iman Mohammed Attia Abd El-Khalik Abo-Elreesh. CTMC Analyzing NAFLD Progression (Small Model) [Internet]. IEEE Dataport; 2022. Available from : http://dx.doi.org/10.21227/az1b-x326
Iman Mohammed Attia Abd El-Khalik Abo-Elreesh. "CTMC Analyzing NAFLD Progression (Small Model)." doi: 10.21227/az1b-x326