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Small area estimation of mean price of habitation transaction using time-series and cross-sectional area level models

dc.contributor.authorPereira, Luis Nobre
dc.contributor.authorCoelho, Pedro S.
dc.date.accessioned2012-07-06T11:39:48Z
dc.date.available2012-07-06T11:39:48Z
dc.date.issued2010
dc.description.abstractIn this paper, a newsmall domain estimator for area-level data is proposed. The proposed estimator is driven by a real problem of estimating the mean price of habitation transaction at a regional level in a European country, using data collected from a longitudinal survey conducted by a national statistical office. At the desired level of inference, it is not possible to provide accurate direct estimates because the sample sizes in these domains are very small. An area-level model with a heterogeneous covariance structure of random effects assists the proposed combined estimator. This model is an extension of a model due to Fay and Herriot [5], but it integrates information across domains and over several periods of time. In addition, a modified method of estimation of variance components for time-series and cross-sectional area-level models is proposed by including the design weights. A Monte Carlo simulation, based on real data, is conducted to investigate the performance of the proposed estimators in comparison with other estimators frequently used in small area estimation problems. In particular, we compare the performance of these estimators with the estimator based on the Rao–Yu model [23]. The simulation study also accesses the performance of the modified variance component estimators in comparison with the traditional ANOVA method. Simulation results show that the estimators proposed perform better than the other estimators in terms of both precision and bias.por
dc.identifier.issn1360-0532
dc.identifier.otherAUT: LMP01693;
dc.identifier.urihttp://hdl.handle.net/10400.1/1414
dc.language.isoengpor
dc.peerreviewedyespor
dc.publisherTaylor & Francispor
dc.relation.publisherversionhttp://www.tandfonline.com/doi/abs/10.1080/02664760902810821#previewpor
dc.subjectLinear mixed modelspor
dc.subjectChronological autocorrelationpor
dc.subjectEstimation of variance componentspor
dc.subjectEmpirical best linear unbiased predictorpor
dc.subjectEstimation of mean price of habitationpor
dc.titleSmall area estimation of mean price of habitation transaction using time-series and cross-sectional area level modelspor
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage666por
oaire.citation.issue(37) 4por
oaire.citation.startPage651por
oaire.citation.titleJournal of Applied Statisticspor
person.familyNameNobre Pereira
person.givenNameLuis
person.identifier.ciencia-id6114-E329-972E
person.identifier.orcid0000-0003-0917-7163
rcaap.rightsrestrictedAccesspor
rcaap.typearticlepor
relation.isAuthorOfPublication090a6604-b604-414b-a8d2-c4dc731b7b51
relation.isAuthorOfPublication.latestForDiscovery090a6604-b604-414b-a8d2-c4dc731b7b51

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