Competing risks;
left truncation;
right censoring;
U-statistics;
SURVIVAL-DATA;
MODEL;
LIFE;
D O I:
10.1080/02331888.2023.2217314
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:
The analysis of left truncated and right censored data is very common in survival and reliability analysis. In lifetime studies patients are often subject to left truncation in addition to right censoring. For example, in bone marrow transplant studies based on International Bone Mar-row Transplant Registry (IBMTR), the patients who die while waiting for the transplants will not be reported to the IBMTR. In this paper, we We prove the vn-consistency of the proposed U-statistics. We derive develop novel U-statistics under left truncation and right censoring. the asymptotic distribution of the U-statistics using the counting pro-cess technique. As an application of the U-statistics, we develop a simple non-parametric test for testing the independence between time to failure and cause of failure in competing risks when the obser-vations are subject to left truncation and right censoring. The finite sample performance of the proposed test is evaluated through a Monte Carlo simulation study. Finally, we illustrate our test procedure using the lifetime data of transformers.
机构:
Genentech Inc, Prod Dev, San Francisco, CA 94080 USAGenentech Inc, Prod Dev, San Francisco, CA 94080 USA
McGough, Sarah F.
Incerti, Devin
论文数: 0引用数: 0
h-index: 0
机构:
Genentech Inc, Prod Dev, San Francisco, CA 94080 USAGenentech Inc, Prod Dev, San Francisco, CA 94080 USA
Incerti, Devin
Lyalina, Svetlana
论文数: 0引用数: 0
h-index: 0
机构:
Genentech Inc, Prod Dev, San Francisco, CA 94080 USAGenentech Inc, Prod Dev, San Francisco, CA 94080 USA
Lyalina, Svetlana
Copping, Ryan
论文数: 0引用数: 0
h-index: 0
机构:
Genentech Inc, Prod Dev, San Francisco, CA 94080 USAGenentech Inc, Prod Dev, San Francisco, CA 94080 USA
Copping, Ryan
论文数: 引用数:
h-index:
机构:
Narasimhan, Balasubramanian
Tibshirani, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Stat, Stanford, CA 94305 USA
Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USAGenentech Inc, Prod Dev, San Francisco, CA 94080 USA
机构:
Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R ChinaShanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
Wang YiXin
Liu Peng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaShanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
Liu Peng
Zhou Yong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R ChinaShanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China