About: A Fay-Herriot Model with Different Random Effect Variances

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	A modification of the Fay–Herriot model is introduced to treat situations where small areas are divided in two groups and domain random effects have different variances across the groups. The model is applicable to data having a large subset of domains where direct estimates of the variable of interest cannot be described in the same way as in its complementary subset of domains. This is generally the case when domains are constructed by crossing geographical characteristics with sex. Algorithms and formulas to fit the model, to calculate EBLUPs and to estimate mean squared errors are given. Monte Carlo simulation experiments are presented to illustrate the gain of precision obtained by using the proposed model and to get some practical conclusions. A motivating application to Spanish Labour Force Survey data is also given. A modification of the Fay–Herriot model is introduced to treat situations where small areas are divided in two groups and domain random effects have different variances across the groups. The model is applicable to data having a large subset of domains where direct estimates of the variable of interest cannot be described in the same way as in its complementary subset of domains. This is generally the case when domains are constructed by crossing geographical characteristics with sex. Algorithms and formulas to fit the model, to calculate EBLUPs and to estimate mean squared errors are given. Monte Carlo simulation experiments are presented to illustrate the gain of precision obtained by using the proposed model and to get some practical conclusions. A motivating application to Spanish Labour Force Survey data is also given. (en)
Title	A Fay-Herriot Model with Different Random Effect Variances A Fay-Herriot Model with Different Random Effect Variances (en)
skos:prefLabel	A Fay-Herriot Model with Different Random Effect Variances A Fay-Herriot Model with Different Random Effect Variances (en)
skos:notation	RIV/67985556:_____/11:00365252!RIV12-AV0-67985556
http://linked.open...avai/predkladatel	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...avai/riv/aktivita	P S Z
http://linked.open...avai/riv/aktivity	P(1M0572), S, Z(AV0Z10750506), Z(MSM6840770039)
http://linked.open...iv/cisloPeriodika	5
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Hobza, Tomáš
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav teorie informace a automatizace AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	183785
http://linked.open...ai/riv/idVysledku	RIV/67985556:_____/11:00365252
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	small area estimation; Fay-Herriot model; Linear mixed model; Labor Force Survey (en)
http://linked.open.../riv/klicoveSlovo	Fay-Herriot model Labor Force Survey Linear mixed model small area estimation
http://linked.open...odStatuVydavatele	US - Spojené státy americké
http://linked.open...ontrolniKodProRIV	[B3C678264582]
http://linked.open...i/riv/nazevZdroje	Communications in Statistics - Theory and Methods
http://linked.open...in/vavai/riv/obor	BB
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	Data, algorithms, decision making
http://linked.open...UplatneniVysledku	2011
http://linked.open...v/svazekPeriodika	40
http://linked.open...iv/tvurceVysledku	Esteban, M. D. Herrador, M. Hobza, Tomáš Morales, D.
http://linked.open...ain/vavai/riv/wos	000284884400002
http://linked.open...n/vavai/riv/zamer	Pokročilé matematické metody získávání, zpracování a využití informací a znalostí ve složitých a nedeterministických systémech Matematické, počítačové a experimentální metody ve fyzice
issn	0361-0926
number of pages	13 (xsd:int)
http://bibframe.org/vocab/doi	10.1080/03610920903480858
is http://linked.open...avai/riv/vysledek of	A Fay-Herriot Model with Different Random Effect Variances A Fay-Herriot Model with Different Random Effect Variances

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