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Adaptive estimation of heteroskedastic econometric models

Brazilian Review of Econometrics

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Title Adaptive estimation of heteroskedastic econometric models
Adaptive estimation of heteroskedastic econometric models
 
Creator Robinson, P. M.; London School of Economics.
 
Subject



 
Description We focus on the linear model with conditional heteroskedasticity of unknown form. "Adaptive" estimators of the coefficients of the linear model, based on no rigid parameterisation of the heteroskedasticity, but having the same asymptotic efficiency as estimators which do use such information, are surveyed. A small Monte Carlo study of their performance is reported. We describe a modification of the popular paradigm in which the variance is a function of the mean, allowing this function to be of unknown form. We describe a modification also of the autoregressive conditional heteroskedasticity (ARCH) model, in which the heteroskedasticity function is of unknown form.
We focus on the linear model with conditional heteroskedasticity of unknown form. "Adaptive" estimators of the coefficients of the linear model, based on no rigid parameterisation of the heteroskedasticity, but having the same asymptotic efficiency as estimators which do use such information, are surveyed. A small Monte Carlo study of their performance is reported. We describe a modification of the popular paradigm in which the variance is a function of the mean, allowing this function to be of unknown form. We describe a modification also of the autoregressive conditional heteroskedasticity (ARCH) model, in which the heteroskedasticity function is of unknown form.
 
Publisher Sociedade Brasileira de Econometria
 
Date 1987-11-02
 
Type info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion


 
Format application/pdf
 
Identifier http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/3098
10.12660/bre.v7n21987.3098
 
Source Brazilian Review of Econometrics; Vol 7, No 2 (1987); 5-28
Brazilian Review of Econometrics; Vol 7, No 2 (1987); 5-28
1980-2447
 
Language eng
 
Relation http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/3098/1989