Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

A Weibull-fréchet Proportional Hazard Model with Applications to Tuberculosis Data

View through CrossRef
This paper extends the application of survival analysis by adopting a Weibull-Fréchet distribution within the framework of the Cox Proportional Hazard (PH) model. The study focuses on 319 Tuberculosis (TB) patients from National TB and Leprosy Center Hospital, Kaduna, Nigeria (NTLCHKN). It extends the Weibull-Fréchet distribution via it hazard function to a proportional Hazard model framework and estimated the parameters using maximum likelihood estimation with Newton Raphson optimization in R-software. In the analysis of NTLCHKN data, the Weibull-Fréchet Proportional Hazard (WFr) Model demonstrates superior fitting compared to the Weibull Proportional Hazard Model. Consequently, result from the model identifies age, gender, type of TB, smoking history, and comorbidities (hepatitis and HIV-AIDS) as significant predictors of TB mortality. This research contributes to the ongoing advancements in survival analysis, highlighting the efficacy of the distribution in modeling TB mortality and providing valuable insights for tailored interventions and improved patient outcomes in TB management. Thus, the model can be employed as preferred alternative choice for researchers and practitioners engaged in tuberculosis survival data or other phenomenon data on survival analysis.
Title: A Weibull-fréchet Proportional Hazard Model with Applications to Tuberculosis Data
Description:
This paper extends the application of survival analysis by adopting a Weibull-Fréchet distribution within the framework of the Cox Proportional Hazard (PH) model.
The study focuses on 319 Tuberculosis (TB) patients from National TB and Leprosy Center Hospital, Kaduna, Nigeria (NTLCHKN).
It extends the Weibull-Fréchet distribution via it hazard function to a proportional Hazard model framework and estimated the parameters using maximum likelihood estimation with Newton Raphson optimization in R-software.
In the analysis of NTLCHKN data, the Weibull-Fréchet Proportional Hazard (WFr) Model demonstrates superior fitting compared to the Weibull Proportional Hazard Model.
Consequently, result from the model identifies age, gender, type of TB, smoking history, and comorbidities (hepatitis and HIV-AIDS) as significant predictors of TB mortality.
This research contributes to the ongoing advancements in survival analysis, highlighting the efficacy of the distribution in modeling TB mortality and providing valuable insights for tailored interventions and improved patient outcomes in TB management.
Thus, the model can be employed as preferred alternative choice for researchers and practitioners engaged in tuberculosis survival data or other phenomenon data on survival analysis.

Related Results

Random proportional Weibull hazard model for large‐scale information systems
Random proportional Weibull hazard model for large‐scale information systems
PurposeThis study aims to focus on asset management of large‐scale information systems supporting infrastructures and especially seeks to address a methodology of their statistical...
The Two-Parameter Odd Lindley Weibull Lifetime Model with Properties and Applications
The Two-Parameter Odd Lindley Weibull Lifetime Model with Properties and Applications
In this work, we study the two-parameter Odd Lindley Weibull lifetime model. This distribution is motivated by the wide use of the Weibull model in many applied areas and also for ...
APPLICATIONS OF INVERSE WEIBULL RAYLEIGH DISTRIBUTION TO FAILURE RATES AND VINYL CHLORIDE DATA SETS
APPLICATIONS OF INVERSE WEIBULL RAYLEIGH DISTRIBUTION TO FAILURE RATES AND VINYL CHLORIDE DATA SETS
In this work, a new three parameter distribution called the Inverse Weibull Rayleigh distribution is proposed. Some of its statistical properties were presented. The PDF plot of In...
Assessment of Tuberculosis Drugs and Diagnostics in Katsina Central, Katsina State, Nigeria
Assessment of Tuberculosis Drugs and Diagnostics in Katsina Central, Katsina State, Nigeria
Study’s Novelty/Excerpt This study provides insights into the availability and inventory management of tuberculosis (TB) drugs and diagnostics in Katsina Central Senatorial Dist...
Molecular bacterial load assay versus culture for monitoring treatment response in adults with tuberculosis
Molecular bacterial load assay versus culture for monitoring treatment response in adults with tuberculosis
The lack of rapid, sensitive, and deployable tuberculosis diagnostic tools is hampering the early diagnosis of tuberculosis and early detection of treatment failures. The conventio...
Embryonic Transfer Post-Vaginal Bleeding: Analysis of the Necessity of Tuberculosis Screening
Embryonic Transfer Post-Vaginal Bleeding: Analysis of the Necessity of Tuberculosis Screening
Abstract Objective: To analyze the clinical manifestations and outcomes of 10 cases of post-transplant tuberculosis and to explore the necessity of screening for tuberculos...
New Generalized Odd Fréchet-G (NGOF-G) Family of Distribution with Statistical Properties and Applications
New Generalized Odd Fréchet-G (NGOF-G) Family of Distribution with Statistical Properties and Applications
The distribution theory literature contains recent types of parametric distributional models that have been successfully used in the past and whose goodness of fit is sufficient on...
Trends of Mycobacterium Tuberculosis and rifampicin resistance in Adigrat General Hospital, Eastern Zone of Tigrai, North Ethiopia
Trends of Mycobacterium Tuberculosis and rifampicin resistance in Adigrat General Hospital, Eastern Zone of Tigrai, North Ethiopia
Abstract Background: Tuberculosis is an infectious disease usually caused by Mycobacterium tuberculosis bacteria. The global emergence of mono- or multidrug-resistant tuber...

Back to Top