Indirect inference for survival data.

Bruce W. Turnbull; Wenxin Jiang

SORT (2003)

  • Volume: 27, Issue: 1, page 79-94
  • ISSN: 1696-2281

Abstract

top
In this paper we describe the so-called indirect method of inference, originally developed from the econometric literature, and apply it to survival analyses of two data sets with repeated events. This method is often more convenient computationally than maximum likelihood estimation when handling such model complexities as random effects and measurement error, for example; and it can also serve as a basis for robust inference with less stringent assumptions on the data generating mechanism. The first data set concerns recurrence times of mammary tumors in rats and is modeled using a Poisson process model with covariates and frailties. The second data set involves times of recurrences of skin tumors in individual patients in a clinical trial. The methodology is applied in both parametric and semi-parametric regression analyses to accommodate random effects and covariate measurement error.

How to cite

top

Turnbull, Bruce W., and Jiang, Wenxin. "Indirect inference for survival data.." SORT 27.1 (2003): 79-94. <http://eudml.org/doc/40443>.

@article{Turnbull2003,
abstract = {In this paper we describe the so-called indirect method of inference, originally developed from the econometric literature, and apply it to survival analyses of two data sets with repeated events. This method is often more convenient computationally than maximum likelihood estimation when handling such model complexities as random effects and measurement error, for example; and it can also serve as a basis for robust inference with less stringent assumptions on the data generating mechanism. The first data set concerns recurrence times of mammary tumors in rats and is modeled using a Poisson process model with covariates and frailties. The second data set involves times of recurrences of skin tumors in individual patients in a clinical trial. The methodology is applied in both parametric and semi-parametric regression analyses to accommodate random effects and covariate measurement error.},
author = {Turnbull, Bruce W., Jiang, Wenxin},
journal = {SORT},
keywords = {Análisis de supervivencia; Estimación; Bioestadística; Análisis de datos censurados; estimating equations; frailty; hazard rate regression; indirect inference; measurement error; naive estimators; overdispersion; quasi-likelihood; random effects; robustness; carcinogenicity data},
language = {eng},
number = {1},
pages = {79-94},
title = {Indirect inference for survival data.},
url = {http://eudml.org/doc/40443},
volume = {27},
year = {2003},
}

TY - JOUR
AU - Turnbull, Bruce W.
AU - Jiang, Wenxin
TI - Indirect inference for survival data.
JO - SORT
PY - 2003
VL - 27
IS - 1
SP - 79
EP - 94
AB - In this paper we describe the so-called indirect method of inference, originally developed from the econometric literature, and apply it to survival analyses of two data sets with repeated events. This method is often more convenient computationally than maximum likelihood estimation when handling such model complexities as random effects and measurement error, for example; and it can also serve as a basis for robust inference with less stringent assumptions on the data generating mechanism. The first data set concerns recurrence times of mammary tumors in rats and is modeled using a Poisson process model with covariates and frailties. The second data set involves times of recurrences of skin tumors in individual patients in a clinical trial. The methodology is applied in both parametric and semi-parametric regression analyses to accommodate random effects and covariate measurement error.
LA - eng
KW - Análisis de supervivencia; Estimación; Bioestadística; Análisis de datos censurados; estimating equations; frailty; hazard rate regression; indirect inference; measurement error; naive estimators; overdispersion; quasi-likelihood; random effects; robustness; carcinogenicity data
UR - http://eudml.org/doc/40443
ER -

NotesEmbed ?

top

You must be logged in to post comments.

To embed these notes on your page include the following JavaScript code on your page where you want the notes to appear.

Only the controls for the widget will be shown in your chosen language. Notes will be shown in their authored language.

Tells the widget how many notes to show per page. You can cycle through additional notes using the next and previous controls.

    
                

Note: Best practice suggests putting the JavaScript code just before the closing </body> tag.