PARAMETRIC REGRESSION MODELING OF COMPETING RISK USING CARDIOVASCULAR DISEASE PATIENT'S SURVIVAL DATA

被引:0
作者
Jayakodi, G. [1 ]
Sundaram, N. [1 ]
Venkatesan, P. [2 ]
机构
[1] Presidency Coll, Dept Stat, Chennai, India
[2] Natl Inst Res TB ICMR, Dept Stat, Chennai, Tamil Nadu, India
关键词
competing risk; exponential distribution; Weibull distribution; generalized gamma distribution; gamma distribution; AIC; BIC; INCOMPLETE DATA; GAMMA;
D O I
10.17654/0973514322027
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In the field of survival or medical studies, it was more interesting to examine death (mortality) due to different reasons of failures (competing events) than combining all the causes whereas the occurrence of one of the outcomes of interest stops the occurrence of other outcomes of interest are called competing risks. In this paper, we made an attempt on competing risk model in the presence of covariates whereas the cause of risks assumes to follow some lifetime distributions like exponential, Weibull, Gamma, generalized Gamma. Also, we assume that competing events are uncorrelated and that each subject can experience only one type of event at any particular time. Maximum likelihood estimation procedure is used to estimate the parameters in the parametric models. The results are compared with the proposed models. Validity of the model is assessed using -2LL, AIC, BIC.
引用
收藏
页码:25 / 47
页数:23
相关论文
共 23 条
[1]   Inference of partially observed causes for failure of Lomax competing risks model under type-II generalized hybrid censoring scheme [J].
Abushal, Tahani. A. ;
Soliman, A. A. ;
Abd-Elmougod, G. A. .
ALEXANDRIA ENGINEERING JOURNAL, 2022, 61 (07) :5427-5439
[2]   RETRACTED: Statistical Inferences of Burr XII Lifetime Models under Joint Type-1 Competing Risks Samples (Retracted Article) [J].
Abushal, Tahani A. ;
Soliman, A. A. ;
Abd-Elmougod, G. A. .
JOURNAL OF MATHEMATICS, 2021, 2021
[3]  
[Anonymous], 2009, INT J MATH ANAL
[4]  
[Anonymous], 2003, STAT MODEL METHODS L
[5]  
COX DR, 1959, J ROY STAT SOC B, V21, P411
[6]   Parametric regression on cumulative incidence function [J].
Jeong, Jong-Hyeon ;
Fine, Jason P. .
BIOSTATISTICS, 2007, 8 (02) :184-196
[7]   NONPARAMETRIC-ESTIMATION FROM INCOMPLETE OBSERVATIONS [J].
KAPLAN, EL ;
MEIER, P .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1958, 53 (282) :457-481
[8]   Analysis of incomplete data in presence of competing risks [J].
Kundu, D ;
Basu, S .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2000, 87 (02) :221-239
[9]  
Lee E. T., 2003, Statistical Methods for Survival Data Analysis, V3th ed., DOI DOI 10.1002/0471458546
[10]   The Lindley distribution applied to competing risks lifetime data [J].
Mazucheli, Josmar ;
Achcar, Jorge A. .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2011, 104 (02) :188-192