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An Empirical Evaluation of Small Area Estimators

An empirical evaluation of small area estimators
Authors: Àlex Costa; Albert Satorra; Eva Ventura;

An Empirical Evaluation of Small Area Estimators

Abstract

Summary: This paper compares five small area estimators. We use Monte Carlo simulation in the context of both artificial and real populations. In addition to the direct and indirect estimators, we consider the optimal composite estimator with population weights, and two composite estimators with estimated weights: one that assumes homogeneity of within area variance and squared bias and one that uses area-specific estimates of variance and squared bias. In a study with real populations, we found that among the feasible estimators, the best choice is the one that uses area-specific estimates of variance and squared bias.

Country
Spain
Keywords

Estimation in multivariate analysis, Regional statistics, small areas, root mean square error, direct, indirect and composite estimators, regional statistics, Monte Carlo methods, small areas, direct, indirect estimators, direct estimators, Statistics, Econometrics and Quantitative Methods, root mean square error, composite estimators, indirect and composite estimators, Directional data; spatial statistics, jel: jel:C52, jel: jel:J21, jel: jel:C15

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
Green
hybrid
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