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" Applied longitudinal analysis / "
Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware.
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BL
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| Record Number
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878279
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| Main Entry
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Fitzmaurice, Garrett M.,1962-
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| Title & Author
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Applied longitudinal analysis /\ Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware.
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| Edition Statement
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2nd ed.
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| Publication Statement
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Hoboken, N.J. :: Wiley,, ©2011.
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| Series Statement
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Wiley series in probability and statistics
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| Page. NO
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xxv, 701 pages :: illustrations ;; 25 cm
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| ISBN
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0470380276
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: 9780470380277
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2900470380276
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Includes bibliographical references (pages 671-693) and index.
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| Contents
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Longitudinal and clustered data -- Longitudinal data: basic concepts -- overview of linear models for longitudinal data -- Estimation and statistics inference -- Modeling the mean: analyzing response profiles -- Modeling the mean: parametric curves -- Modeling the covariance -- Linear mixed effect models -- Fixed effects versus random effects models -- Residual analyses and diagnostics -- Review of generalized linear models -- Marginal models: introduction and overview -- Marginal models: generalized estimating equations (GEE) -- Generalized linear mixed effect models -- Generalized linear mixed effect models: approximate methods of estimation -- Contrasting marginal and mixed effects models -- Missing data and dropout: overview of concepts and methods -- Missing data and dropouts: multiple imputation and weighting methods -- Smoothing longitudinal data: semiparametric regression models -- Sample size and power -- Repeated measures and related designs -- Multilevel models
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| Abstract
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"Since the publication of the first edition, the authors have solicited feedback from both the instructors who use the book as a text for their courses as well as the researchers who use the book as a resource for their research. Thus, the improved Second Edition of Applied Longitudinal Analysis features many additions and revisions based on the feedback of readers, making it the go-to reference for applied use in public health, epidemiology, and pharmaceutical sciences"--
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| Subject
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Longitudinal method.
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Medical statistics.
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Multivariate analysis.
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Regression analysis.
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Datenanalyse
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Längsschnittuntersuchung
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Longitudinal method.
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MATHEMATICS-- Probability Statistics-- General.
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Mathematics.
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Medical statistics.
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Medizinische Statistik
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Multivariate analysis.
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Regression analysis.
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Biometry-- methods.
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Longitudinal Studies.
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Multivariate Analysis.
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Regression Analysis.
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| Dewey Classification
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519.5/3
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| LC Classification
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QA278.F575 2011
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| NLM classification
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WA 950F557a 2011
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70.03bcl
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MAT029000bisacsh
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MAT029000.bisacsh
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| Added Entry
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Laird, Nan M.,1943-
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Ware, James H.,1941-2016.
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