ScholarGate
Msaidizi

Linganisha mbinu

Pitia mbinu ulizochagua bega kwa bega; safu zinazotofautiana zinaangaziwa.

Sampuli Iliyowekwa Ngazi×Makadirio ya Eneo dogo (Mfumo wa Fay-Herriot)×
NyanjaMetodolojia ya DodosoMetodolojia ya Dodoso
FamiliaProcess / pipelineRegression model
Mwaka wa asili19771979
MwanzilishiWilliam G. CochranRobert Fay & Roger Herriot
AinaProbability-based survey sampling designModel-based survey estimator
Chanzo asiliaCochran, W. G. (1977). Sampling Techniques (3rd ed.). Wiley. ISBN: 978-0-471-16240-7Fay, 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 ↗
Majina mbadalaProportional Stratified Sampling, Optimal Allocation Sampling, Stratum-Based Sampling, Tabakalı ÖrneklemeSAE, Model-Based Small Area Estimation, Area-Level Model, Küçük Alan Tahmini
Zinazohusiana22
MuhtasariStratified 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.Small 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.
ScholarGateSeti ya data
  1. v1
  2. 1 Vyanzo
  3. PUBLISHED
  1. v1
  2. 1 Vyanzo
  3. PUBLISHED

Nenda kwenye utafutaji Pakua slaidi

ScholarGateLinganisha mbinu: Stratified Sampling · Small Area Estimation. Imepatikana 2026-06-17 kutoka https://scholargate.app/sw/compare