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Asymptotic analysis of mixed effects models : theory, applications, and open problems / by Jiming Jiang

By: Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Publisher: Boca Raton : CRC Press, 2017Description: 1 Online-Ressource (pages)ISBN:
  • 9781351645591
Subject(s): Additional physical formats: 9781498700467. | 1498700462. | 1315119285. | 9781315119281. | 9781498700467. | 9781498700443 (hardback) | Erscheint auch als: 9781498700443 (hardback) Druck-AusgabeDDC classification:
  • 519.54
MSC: MSC: *62-02 | 62J05 | 62J12 | 62G08 | 62F12 | 62G20LOC classification:
  • QA278.2
Online resources: Summary: 1.4 A roadmap 2: Asymptotic Analysis of Linear Mixed Models ; 2.1 Maximum likelihood ; 2.2 Restricted maximum likelihood ; 2.2.1 Asymptotic behavior of REML: Earlier studies ; 2.2.2 Asymptotic behavior of REML: Asymptotic superioritySummary: 2.2.3 Asymptotic behavior of REML: Wald consistency 2.3 Asymptotic covariance matrix in non-Gaussian LMM ; 2.3.1 Empirical method of moments ; 2.3.2 Partially observed information ; 2.4 Mixed model prediction ; 2.4.1 Best linear unbiased prediction ; 2.4.2 Observed best predictionSummary: 2.4.3 Classified mixed model prediction 2.5 Linear mixed model diagnostics ; 2.6 Misspecified mixed model analysis ; 2.6.1 A misspecified LMM and MMMA ; 2.6.2 Preliminaries ; 2.6.3 Consistency and asymptotic distribution ; 2.6.4 Further empirical resultsSummary: 2.7 Additional bibliographical notes and open problems 2.7.1 Bibliographical notes ; 2.7.2 Open problems ; 3: Asymptotic Analysis of Generalized Linear Mixed Models ; 3.1 Asymptotic deficiency of PQL ; 3.2 Generalized estimating equations ; 3.2.1 Estimating equations and GEESummary: Cover ; Title Page ; Copyright Page ; Dedication ; Table of Contents ; List of Figures ; List of Tables ; Preface ; About the Author ; 1: Introduction ; 1.1 Example: Generalized estimating equations ; 1.2 Example: REML estimation ; 1.3 Example: Salamander mating dataPPN: PPN: 1003139426Package identifier: Produktsigel: ZDB-4-NLEBK
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