Residual plots to reveal the functional form for covariates in parametric accelerated failure time models

Verfasser / Beitragende:
[Bo Lindqvist, Jan Kvaløy, Stein Aaserud]
Ort, Verlag, Jahr:
2015
Enthalten in:
Lifetime Data Analysis, 21/3(2015-07-01), 353-378
Format:
Artikel (online)
ID: 605476063
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024 7 0 |a 10.1007/s10985-014-9311-y  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s10985-014-9311-y 
245 0 0 |a Residual plots to reveal the functional form for covariates in parametric accelerated failure time models  |h [Elektronische Daten]  |c [Bo Lindqvist, Jan Kvaløy, Stein Aaserud] 
520 3 |a We study residual plots for parametric accelerated failure time (AFT) models, using both standardized residuals and Cox-Snell residuals. Two different approaches are discussed in the case of censored data; adjusting censored residuals by adding a residual time, and using nonparametric exponential regression of non-adjusted censored Cox-Snell residuals. The main object of the paper is to show how residuals can be used to infer the correct functional form for possibly misspecified covariates. We demonstrate the use of the methods by analysis of two reliability data sets and by a simulation study using Weibull-distributed data. We also consider briefly a corresponding approach for parametric proportional hazards models. 
540 |a Springer Science+Business Media New York, 2014 
690 7 |a Standardized residuals  |2 nationallicence 
690 7 |a Cox-Snell residuals  |2 nationallicence 
690 7 |a Exponential regression  |2 nationallicence 
690 7 |a Misspecified model  |2 nationallicence 
690 7 |a Proportional hazards model  |2 nationallicence 
700 1 |a Lindqvist  |D Bo  |u Department of Mathematical Sciences, Norwegian University of Science and Technology, 7491, Trondheim, Norway  |4 aut 
700 1 |a Kvaløy  |D Jan  |u Department of Mathematics and Natural Sciences, University of Stavanger, 4036, Stavanger, Norway  |4 aut 
700 1 |a Aaserud  |D Stein  |u Department of Mathematical Sciences, Norwegian University of Science and Technology, 7491, Trondheim, Norway  |4 aut 
773 0 |t Lifetime Data Analysis  |d Springer US; http://www.springer-ny.com  |g 21/3(2015-07-01), 353-378  |x 1380-7870  |q 21:3<353  |1 2015  |2 21  |o 10985 
856 4 0 |u https://doi.org/10.1007/s10985-014-9311-y  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s10985-014-9311-y  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Lindqvist  |D Bo  |u Department of Mathematical Sciences, Norwegian University of Science and Technology, 7491, Trondheim, Norway  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Kvaløy  |D Jan  |u Department of Mathematics and Natural Sciences, University of Stavanger, 4036, Stavanger, Norway  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Aaserud  |D Stein  |u Department of Mathematical Sciences, Norwegian University of Science and Technology, 7491, Trondheim, Norway  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Lifetime Data Analysis  |d Springer US; http://www.springer-ny.com  |g 21/3(2015-07-01), 353-378  |x 1380-7870  |q 21:3<353  |1 2015  |2 21  |o 10985