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Procjena za mala područja (Fay-Herriotov model)×Slojeviti uzorak×
PodručjeMetodologija anketaMetodologija anketa
ObiteljRegression modelProcess / pipeline
Godina nastanka19791977
TvoracRobert Fay & Roger HerriotWilliam G. Cochran
VrstaModel-based survey estimatorProbability-based survey sampling design
Temeljni izvorFay, R. E., & Herriot, R. A. (1979). Estimates of income for small places: An application of James-Stein procedures to census data. Journal of the American Statistical Association, 74(366), 269–277. DOI ↗Cochran, W. G. (1977). Sampling Techniques (3rd ed.). Wiley. ISBN: 978-0-471-16240-7
Drugi naziviSAE, Model-Based Small Area Estimation, Area-Level Model, Küçük Alan TahminiProportional Stratified Sampling, Optimal Allocation Sampling, Stratum-Based Sampling, Tabakalı Örnekleme
Srodne22
SažetakSmall Area Estimation (SAE) refers to statistical techniques that produce reliable estimates for subpopulations — geographical regions, demographic groups, or administrative units — where direct survey samples are too sparse to yield acceptable precision. The Fay-Herriot model, introduced by Robert Fay and Roger Herriot in 1979, is the canonical area-level SAE model. It supplements weak direct survey estimates with auxiliary covariate information through an empirical Bayes or BLUP framework, substantially reducing mean squared error for small domains.Stratified sampling is a probability sampling design in which the target population is partitioned into non-overlapping, exhaustive subgroups called strata, and independent probability samples are drawn within each stratum. Formalized by William G. Cochran in Sampling Techniques (1977), the method exploits known population structure to reduce variance and guarantee representativeness of all major subgroups, making it a cornerstone of large-scale survey research and official statistics.
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ScholarGateUsporedite metode: Small Area Estimation · Stratified Sampling. Preuzeto 2026-06-19 s https://scholargate.app/hr/compare