Back to Search Start Over

On small area estimation under a sub-area level model.

Authors :
Torabi, Mahmoud
Rao, J.N.K.
Source :
Journal of Multivariate Analysis. May2014, Vol. 127, p36-55. 20p.
Publication Year :
2014

Abstract

Abstract: We propose an extension of the well-known Fay and Herriot (1979) area level model to sub-area level. Not only this model may be used to estimate small area means by borrowing strength from related areas, but also by borrowing strength from sub-areas to obtain more efficient sub-area estimators. Model-based empirical best linear unbiased prediction (EBLUP) estimators are obtained from the BLUP estimators by replacing the model parameters by suitable estimators, using an iterative method based on weighted residual sum of squares. Second order approximations to the mean squared error (MSE) of the EBLUP estimators are obtained and then used to drive MSE estimators unbiased to second order. Results of simulation studies on the performance of the proposed estimators are also provided. [Copyright &y& Elsevier]

Details

Language :
English
ISSN :
0047259X
Volume :
127
Database :
Academic Search Index
Journal :
Journal of Multivariate Analysis
Publication Type :
Academic Journal
Accession number :
95462435
Full Text :
https://doi.org/10.1016/j.jmva.2014.02.001