Generalized Topp-Leone-Weibull AFT Modelling: A Bayesian Analysis with MCMC Tools using R and Stan

نویسندگان

چکیده

The generalized Topp-Leone-Weibull (GTL-W) distribution is a generalization of Weibull which obtained by using Topp-Leone (GTL) as generator and considering baseline distribution. widely used survival model that has monotone- increasing or decreasing hazard. But it cannot accommodate bathtub shaped unimodal hazards. As model, GTL-W more flexible than the to different types present study aims at fitting an accelerated failure time (AFT) censored data under Bayesian setting R Stan languages. AFT compared with its sub-model model. selection criteria LOOIC WAIC are applied select best

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

On Bayesian Analysis of Failure Rate under Topp Leone Distribution using Complete and Censored Samples

The article is concerned with analysis of failure rate (shape parameter) under the Topp Leone distribution using a Bayesian framework. Different loss functions and a couple of noninformative priors have been assumed for posterior estimation. The posterior predictive distributions have also been derived. A simulation study has been carried to compare the performance of different estimators. A re...

متن کامل

The Weibull Topp-Leone Generated Family of Distributions: Statistical Properties and Applications

Statistical distributions are very useful in describing and predicting real world phenomena. Consequently, the choice of the most suitable statistical distribution for modeling given data is very important. In this paper, we propose a new class of lifetime distributions called the Weibull Topp-Leone Generated (WTLG) family. The proposed family is constructed via compounding the Weibull and the ...

متن کامل

A Note on Improved Estimation for the Topp-Leone Distribution

Author Contact: David E. Giles, Dept. of Economics, University of Victoria, P.O. Box 1700, STN CSC, Victoria, B.C., Canada V8W 2Y2; e-mail: [email protected]; Phone: (250) 721-8540; FAX: (250) 721-6214 Abstract The Topp-Leone distribution is attractive for reliability studies as it has finite support and a bathtub-shaped hazard function. We compare some properties of the method of moments, maximum...

متن کامل

Bayesian analysis of generalized log-Burr family with R

Log-Burr distribution is a generalization of logistic and extreme value distributions, which are important reliability models. In this paper, Bayesian approach is used to model reliability data for log-Burr model using analytic and simulation tools. Laplace approximation is implemented for approximating posterior densities of the parameters. Moreover, parallel simulation tools are also implemen...

متن کامل

Bayesian modelling of algal mass occurrences - using adaptive MCMC methods with a lake water quality model

Our study aims to estimate confounded effects of nutrients and grazing zooplankton (Crustacea) on phytoplankton groupsdspecifically on nitrogen-fixing Cyanobacteriadin the shallow, mesotrophic Lake Pyhäjärvi in the northern hemisphere (Finland, northern Europe, lat. 60 54 0e 61 06 0, long. 22 09 0e22 22 0). Phytoplankton is modelled with a non-linear dynamic model which describes the succession...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Austrian Journal of Statistics

سال: 2021

ISSN: ['1026-597X']

DOI: https://doi.org/10.17713/ajs.v50i5.1166