cpsurvsim: An R Package for Simulating Data from Change-Point Hazard Distributions

被引:0
|
作者
Hochheimer, Camille J. [1 ]
Sabo, Roy T. [2 ]
机构
[1] Colorado Sch Publ Hlth, Dept Biostat & Informat, 13001 East 17th Pl,4th Floor West, Aurora, CO 80045 USA
[2] Virginia Commonwealth Univ, Dept Biostat, POB 980032, Richmond, VA 23298 USA
来源
R JOURNAL | 2022年 / 14卷 / 01期
关键词
MODELS;
D O I
10.16587/rerr.212
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Change-point hazard models have several practical applications, including modeling pro-cesses such as cancer mortality rates and disease progression. While the inverse cumulative distribu-tion function (CDF) method is commonly used for simulating data, we demonstrate the shortcomings of this approach when simulating data from change-point hazard distributions with more than a scale parameter. We propose an alternative method of simulating this data that takes advantage of the memoryless property of survival data and introduce the R package cpsurvsim which implements both simulation methods. The functions of cpsurvsim are discussed, demonstrated, and compared.
引用
收藏
页码:196 / 207
页数:12
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