Behaviour of higher-order approximations of the tests in the single parameter Cox proportional hazards model
Applications of Mathematics, Tome 65 (2020) no. 3, pp. 229-244
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Survival analysis is applied in a wide range of sectors (medicine, economy, etc.), and its main idea is based on evaluating the time until the occurrence of an event of interest. The effect of some particular covariates on survival time is usually described by the Cox proportional hazards model and the statistical significance of the impact of covariates is verified by the likelihood ratio test, the Wald test, or the score test. In addition to standard tests, appropriate higher-order approximations based on Barndorff-Nielsen and Lugannani-Rice formulas are used for more accurate approximations. In this paper, comparison of these tests' size and power for small sample sizes is performed on simulated datasets with various proportions of right-censored data, distributions of baseline hazard functions and different types of covariate---continuous or discrete.
DOI :
10.21136/AM.2020.0344-19
Classification :
62N01, 62N03
Keywords: survival analysis; likelihood ratio test; wald test; score test; statistical power; adjusted power; higher-order approximation; confidence band
Keywords: survival analysis; likelihood ratio test; wald test; score test; statistical power; adjusted power; higher-order approximation; confidence band
@article{10_21136_AM_2020_0344_19,
author = {Andr\'a\v{s}ikov\'a, Aneta and Fi\v{s}erov\'a, Eva},
title = {Behaviour of higher-order approximations of the tests in the single parameter {Cox} proportional hazards model},
journal = {Applications of Mathematics},
pages = {229--244},
publisher = {mathdoc},
volume = {65},
number = {3},
year = {2020},
doi = {10.21136/AM.2020.0344-19},
mrnumber = {4114249},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.21136/AM.2020.0344-19/}
}
TY - JOUR AU - Andrášiková, Aneta AU - Fišerová, Eva TI - Behaviour of higher-order approximations of the tests in the single parameter Cox proportional hazards model JO - Applications of Mathematics PY - 2020 SP - 229 EP - 244 VL - 65 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.21136/AM.2020.0344-19/ DO - 10.21136/AM.2020.0344-19 LA - en ID - 10_21136_AM_2020_0344_19 ER -
%0 Journal Article %A Andrášiková, Aneta %A Fišerová, Eva %T Behaviour of higher-order approximations of the tests in the single parameter Cox proportional hazards model %J Applications of Mathematics %D 2020 %P 229-244 %V 65 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/articles/10.21136/AM.2020.0344-19/ %R 10.21136/AM.2020.0344-19 %G en %F 10_21136_AM_2020_0344_19
Andrášiková, Aneta; Fišerová, Eva. Behaviour of higher-order approximations of the tests in the single parameter Cox proportional hazards model. Applications of Mathematics, Tome 65 (2020) no. 3, pp. 229-244. doi: 10.21136/AM.2020.0344-19
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