Random survival forests for competing risks

被引：189

作者：

Ishwaran, Hemant ^{[1
]}

Gerds, Thomas A. ^{[2
]}

Kogalur, Udaya B. ^{[3
]}

Moore, Richard D. ^{[4
]}

Gange, Stephen J. ^{[5
]}

Lau, Bryan M. ^{[5
]}

机构：

[1] Univ Miami, Div Biostat, Miami, FL 33136 USA

[2] Univ Copenhagen, Dept Biostat, DK-1014 Copenhagen, Denmark

[3] Cleveland Clin, Dept Quantitat Hlth Sci, Cleveland, OH 44195 USA

[4] Johns Hopkins Univ, Sch Med, Dept Med, Baltimore, MD 21205 USA

[5] Johns Hopkins Univ, Dept Epidemiol, Bloomberg Sch Publ Hlth, Baltimore, MD 21205 USA

来源：

BIOSTATISTICS | 2014年 / 15卷 / 04期

基金：

美国国家科学基金会; 美国国家卫生研究院;

关键词：

AIDS; Brier score; Competing risks; C-index; Cumulative incidence function; Ensemble; SELECTION; MODEL;

D O I：

10.1093/biostatistics/kxu010

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

We introduce a new approach to competing risks using random forests. Our method is fully non-parametric and can be used for selecting event-specific variables and for estimating the cumulative incidence function. We show that the method is highly effective for both prediction and variable selection in high-dimensional problems and in settings such as HIV/AIDS that involve many competing risks.

引用

页码：757 / 773

页数：17

共 50 条

[21] Nomogram for survival analysis in the presence of competing risks
Zhang, Zhongheng
Geskus, Ronald B.
Kattan, Michael W.
Zhang, Haoyang
Liu, Tongyu
ANNALS OF TRANSLATIONAL MEDICINE, 2017, 5 (20)
[22] Estimating implant survival in the presence of competing risks
David J. Biau
Moussa Hamadouche
International Orthopaedics, 2011, 35 : 151 - 155
[23] Survival with competing risks and masked causes of failures
Flehinger, BJ
Reiser, B
Yashchin, E
BIOMETRIKA, 1998, 85 (01) : 151 - 164
[24] Joint Inference for Competing Risks Survival Data
Li, Gang
Yang, Qing
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2016, 111 (515) : 1289 - 1300
[25] Multitask Boosting for Survival Analysis with Competing Risks
Bellot, Alexis
van der Schaar, Mihaela
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), 2018, 31
[26] Survival studies: competing risks, immortality and censoring
Barnett, Adrian G.
Oldmeadow, Christopher
Attia, John R.
MEDICAL JOURNAL OF AUSTRALIA, 2018, 208 (11) : 475 - +
[27] Estimating implant survival in the presence of competing risks
Biau, David J.
Hamadouche, Moussa
INTERNATIONAL ORTHOPAEDICS, 2011, 35 (02) : 151 - 155
[28] DEPENDENT COMPETING RISKS AND SUMMARY SURVIVAL CURVES
SLUD, EV
RUBINSTEIN, LV
BIOMETRIKA, 1983, 70 (03) : 643 - 649
[29] Flexible modeling of competing risks in survival analysis
Belot, Aurelien
Abrahamowicz, Michal
Remontet, Laurent
Giorgi, Roch
STATISTICS IN MEDICINE, 2010, 29 (23) : 2453 - 2468
[30] A note on competing risks in survival data analysis
J M Satagopan
L Ben-Porat
M Berwick
M Robson
D Kutler
A D Auerbach
British Journal of Cancer, 2004, 91 : 1229 - 1235

← 1 2 3 4 5 →