JMASM 57: Bayesian Survival Analysis of Lomax Family Models with Stan (R)

Q3 Mathematics

Journal of Modern Applied Statistical Methods Pub Date : 2021-06-08 DOI:10.22237/JMASM/1608553800

Mohammed H. A. AbuJarad, A. A. Khan

引用次数: 0

Abstract

An attempt is made to fit three distributions, the Lomax, exponential Lomax, and Weibull Lomax to implement Bayesian methods to analyze Myeloma patients using Stan. This model is applied to a real survival censored data so that all the concepts and computations will be around the same data. A code was developed and improved to implement censored mechanism throughout using rstan. Furthermore, parallel simulation tools are also implemented with an extensive use of rstan.

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JMASM 57：具有Stan（R）的Lomax家族模型的贝叶斯生存分析

尝试拟合三种分布，Lomax、指数Lomax和Weibull-Lomax，以使用Stan实现贝叶斯方法来分析骨髓瘤患者。该模型应用于真实的生存审查数据，因此所有的概念和计算都将围绕相同的数据。开发并改进了一个代码，以在整个使用rstan的过程中实现审查机制。此外，还广泛使用rstan实现了并行仿真工具。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Journal of Modern Applied Statistical Methods STATISTICS & PROBABILITY-

CiteScore

0.50

自引率

0.00%

发文量

期刊介绍： The Journal of Modern Applied Statistical Methods is an independent, peer-reviewed, open access journal designed to provide an outlet for the scholarly works of applied nonparametric or parametric statisticians, data analysts, researchers, classical or modern psychometricians, and quantitative or qualitative methodologists/evaluators.