Small area estimation of expenditure means and ratios under a unit-level bivariate linear mixed model

被引:3
作者
Esteban, Maria Dolores [1 ]
Lombardia, Maria Jose [2 ]
Lopez-Vizcaino, Esther [3 ]
Morales, Domingo [1 ]
Perez, Agustin [1 ]
机构
[1] Univ Miguel Hernandez Elche, Dept Estadist Matemat & Informat, Elche, Spain
[2] Univ A Coruna, CITIC, Modes Rearch Grp, Coruna, Spain
[3] Inst Galego Estatist, Santiago De Compostela, Spain
关键词
Multivariate linear mixed models; nested error regression models; best linear unbiased predictors; ratio estimators; small area estimation; household budget surveys; SQUARED ERROR; PREDICTION; POVERTY;
D O I
10.1080/02664763.2020.1803809
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Under a unit-level bivariate linear mixed model, this paper introduces small area predictors of expenditure means and ratios, and derives approximations and estimators of the corresponding mean squared errors. For the considered model, the REML estimation method is implemented. Several simulation experiments, designed to analyze the behavior of the introduced fitting algorithm, predictors and mean squared error estimators, are carried out. An application to real data from the Spanish household budget survey illustrates the behavior of the proposed statistical methodology. The target is the estimation of means of food and non-food household annual expenditures and of ratios of food household expenditures by Spanish provinces.
引用
收藏
页码:143 / 168
页数:26
相关论文
共 50 条
[11]   Small area estimation of complex parameters under unit-level models with skew-normal errors [J].
Diallo, Mamadou S. ;
Rao, J. N. K. .
SCANDINAVIAN JOURNAL OF STATISTICS, 2018, 45 (04) :1092-1116
[12]   Estimation of small area proportions under a bivariate logistic mixed model [J].
Moretti A. .
Quality & Quantity, 2023, 57 (4) :3663-3684
[13]   Unit-level and area-level small area estimation under heteroscedasticity using digital aerial photogrammetry data [J].
Breidenbach, Johannes ;
Magnussen, Steen ;
Rahlf, Johannes ;
Astrup, Rasmus .
REMOTE SENSING OF ENVIRONMENT, 2018, 212 :199-211
[14]   A SPATIAL UNIT LEVEL MODEL FOR SMALL AREA ESTIMATION [J].
Coelho, Pedro S. ;
Pereira, Luis N. .
REVSTAT-STATISTICAL JOURNAL, 2011, 9 (02) :155-+
[15]   Small area estimation under area-level generalized linear mixed models [J].
Faltys, Ondrej ;
Hobza, Tomas ;
Morales, Domingo .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2022, 51 (12) :7404-7426
[16]   Small area estimation of proportions under area-level compositional mixed models [J].
Esteban, Maria Dolores ;
Lombardia, Maria Jose ;
Lopez-Vizcaino, Esther ;
Morales, Domingo ;
Perez, Agustin .
TEST, 2020, 29 (03) :793-818
[17]   BOOTSTRAP PREDICTION INTERVALS FOR SMALL AREA MEANS FROM UNIT-LEVEL NONLINEAR MODELS [J].
Erciulescu, Andreea L. ;
Fuller, Wayne A. .
JOURNAL OF SURVEY STATISTICS AND METHODOLOGY, 2019, 7 (03) :309-333
[18]   Mean-squared errors of small-area estimators under a unit-level multivariate model [J].
Baillo, Amparo ;
Molina, Isabel .
STATISTICS, 2009, 43 (06) :553-569
[19]   Empirical Best Prediction Under Unit-Level Logit Mixed Models [J].
Hobza, Tomas ;
Morales, Domingo .
JOURNAL OF OFFICIAL STATISTICS, 2016, 32 (03) :661-692
[20]   Small area estimation under a spatially non-linear model [J].
Chandra, Hukum ;
Salvati, Nicola ;
Chambers, Ray .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2018, 126 :19-38