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Article: Estimation in linear models with random effects and errors-in-variables
Title | Estimation in linear models with random effects and errors-in-variables |
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Authors | |
Keywords | Corrected score function Errors-in-variable Fixed effects Measurement errors Random effects |
Issue Date | 2002 |
Publisher | The Institute of Statistical Mathematics . |
Citation | Annals Of The Institute Of Statistical Mathematics, 2002, v. 54 n. 3, p. 595-606 How to Cite? |
Abstract | The independent variables of linear mixed models are subject to measurement errors in practice. In this paper, we present a unified method for the estimation in linear mixed models with errors-in-variables, based upon the corrected score function of Nakamura (1990, Biometrika, 77, 127-137). Asymptotic normality properties of the estimators are obtained. The estimators are shown to be consistent and convergent at the order of n -1/2. The performance of the proposed method is studied via simulation and the analysis of a data set on hedonic housing prices. |
Persistent Identifier | http://hdl.handle.net/10722/82666 |
ISSN | 2023 Impact Factor: 0.8 2023 SCImago Journal Rankings: 0.791 |
ISI Accession Number ID | |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Zhong, XP | en_HK |
dc.contributor.author | Fung, WK | en_HK |
dc.contributor.author | Wei, BC | en_HK |
dc.date.accessioned | 2010-09-06T08:32:01Z | - |
dc.date.available | 2010-09-06T08:32:01Z | - |
dc.date.issued | 2002 | en_HK |
dc.identifier.citation | Annals Of The Institute Of Statistical Mathematics, 2002, v. 54 n. 3, p. 595-606 | en_HK |
dc.identifier.issn | 0020-3157 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/82666 | - |
dc.description.abstract | The independent variables of linear mixed models are subject to measurement errors in practice. In this paper, we present a unified method for the estimation in linear mixed models with errors-in-variables, based upon the corrected score function of Nakamura (1990, Biometrika, 77, 127-137). Asymptotic normality properties of the estimators are obtained. The estimators are shown to be consistent and convergent at the order of n -1/2. The performance of the proposed method is studied via simulation and the analysis of a data set on hedonic housing prices. | en_HK |
dc.language | eng | en_HK |
dc.publisher | The Institute of Statistical Mathematics . | en_HK |
dc.relation.ispartof | Annals of the Institute of Statistical Mathematics | en_HK |
dc.subject | Corrected score function | en_HK |
dc.subject | Errors-in-variable | en_HK |
dc.subject | Fixed effects | en_HK |
dc.subject | Measurement errors | en_HK |
dc.subject | Random effects | en_HK |
dc.title | Estimation in linear models with random effects and errors-in-variables | en_HK |
dc.type | Article | en_HK |
dc.identifier.email | Fung, WK: wingfung@hku.hk | en_HK |
dc.identifier.authority | Fung, WK=rp00696 | en_HK |
dc.description.nature | link_to_subscribed_fulltext | - |
dc.identifier.doi | 10.1023/A:1022467212133 | en_HK |
dc.identifier.scopus | eid_2-s2.0-12244280801 | en_HK |
dc.identifier.hkuros | 80160 | en_HK |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-12244280801&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 54 | en_HK |
dc.identifier.issue | 3 | en_HK |
dc.identifier.spage | 595 | en_HK |
dc.identifier.epage | 606 | en_HK |
dc.identifier.isi | WOS:000178679100010 | - |
dc.publisher.place | Germany | en_HK |
dc.identifier.scopusauthorid | Zhong, XP=7202160440 | en_HK |
dc.identifier.scopusauthorid | Fung, WK=13310399400 | en_HK |
dc.identifier.scopusauthorid | Wei, BC=14047619900 | en_HK |
dc.identifier.issnl | 0020-3157 | - |