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Mean-squared errors of small-area estimators under a unit-level multivariate model
Authors:Amparo Baíllo
Institution:Departamento de Matemáticas , Universidad Autónoma de Madrid , Madrid, Spain
Abstract:This work deals with estimating the vector of means of certain characteristics of small areas. In this context, a unit level multivariate model with correlated sampling errors is considered. An approximation is obtained for the mean-squared and cross-product errors of the empirical best linear unbiased predictors of the means, when model parameters are estimated either by maximum likelihood (ML) or by restricted ML. This approach has been implemented on a Monte Carlo study using social and labour data from the Spanish Labour Force Survey.
Keywords:best linear unbiased predictor  maximum likelihood  mean-squared error  multivariate mixed linear model  small area
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