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The Resource Applied longitudinal analysis, Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware

Applied longitudinal analysis, Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware

Creator
Contributor
Summary
"Written at a technical level suitable for researchers and graduate students, Applied Longitudinal Analysis provides a description of modern methods for analyzing longitudinal data. Focusing on General Linear and Mixed Effects Models for continuous responses, and extensions of Generalized Linear Models for discrete responses, the authors discuss in detail the relationships among these different models, including their underlying assumptions and relative merits."--Jacket
Language
eng
Work
Publication
Extent
xix, 506 pages
Contents
  • Longitudinal and clustered data
  • Longitudinal data: basic concepts
  • Overview of linear models for longitudinal data
  • Estimation and statistical inference
  • Modelling the mean: analyzing response profiles
  • Modelling the mean: parametric curves
  • Modelling the covariance
  • Linear mixed effects models
  • Residual analyses and diagnostics
  • Review of generalized linear models
  • Marginal models: generalized estimating equations (GEE)
  • Generalized linear mixed effects models
  • Contrasting marginal and mixed effects models
  • Missing data and dropout
  • Some aspects of the design of longitudinal studies
  • Repeated measures and related designs
  • Multilevel models
Isbn
9780471214878
Instance
Label
Applied longitudinal analysis
Title
Applied longitudinal analysis
Statement of responsibility
Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware
Creator
Contributor
Subject
Language
eng
Summary
"Written at a technical level suitable for researchers and graduate students, Applied Longitudinal Analysis provides a description of modern methods for analyzing longitudinal data. Focusing on General Linear and Mixed Effects Models for continuous responses, and extensions of Generalized Linear Models for discrete responses, the authors discuss in detail the relationships among these different models, including their underlying assumptions and relative merits."--Jacket
Member of
Cataloging source
DLC
http://library.link/vocab/creatorDate
1962-
http://library.link/vocab/creatorName
Fitzmaurice, Garrett M.
Dewey number
519.5/3
Illustrations
illustrations
Index
index present
LC call number
QA278
LC item number
.F575 2004
Literary form
non fiction
Nature of contents
bibliography
NLM call number
  • 2004 L-808
  • WA 950
NLM item number
F557a 2004
http://library.link/vocab/relatedWorkOrContributorDate
  • 1943-
  • 1941-2016
http://library.link/vocab/relatedWorkOrContributorName
  • Laird, Nan M.
  • Ware, James H.
Series statement
Wiley series in probability and statistics
http://library.link/vocab/subjectName
  • Longitudinal method
  • Regression analysis
  • Multivariate analysis
  • Medical statistics
  • Biometry
  • Longitudinal Studies
  • Multivariate Analysis
  • Regression Analysis
Label
Applied longitudinal analysis, Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 485-500) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Longitudinal and clustered data -- Longitudinal data: basic concepts -- Overview of linear models for longitudinal data -- Estimation and statistical inference -- Modelling the mean: analyzing response profiles -- Modelling the mean: parametric curves -- Modelling the covariance -- Linear mixed effects models -- Residual analyses and diagnostics -- Review of generalized linear models -- Marginal models: generalized estimating equations (GEE) -- Generalized linear mixed effects models -- Contrasting marginal and mixed effects models -- Missing data and dropout -- Some aspects of the design of longitudinal studies -- Repeated measures and related designs -- Multilevel models
Control code
54529183
Dimensions
25 cm
Extent
xix, 506 pages
Isbn
9780471214878
Isbn Type
(cloth)
Lccn
2004040891
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)54529183
Label
Applied longitudinal analysis, Garrett M. Fitzmaurice, Nan M. Laird, James H. Ware
Publication
Bibliography note
Includes bibliographical references (pages 485-500) and index
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Longitudinal and clustered data -- Longitudinal data: basic concepts -- Overview of linear models for longitudinal data -- Estimation and statistical inference -- Modelling the mean: analyzing response profiles -- Modelling the mean: parametric curves -- Modelling the covariance -- Linear mixed effects models -- Residual analyses and diagnostics -- Review of generalized linear models -- Marginal models: generalized estimating equations (GEE) -- Generalized linear mixed effects models -- Contrasting marginal and mixed effects models -- Missing data and dropout -- Some aspects of the design of longitudinal studies -- Repeated measures and related designs -- Multilevel models
Control code
54529183
Dimensions
25 cm
Extent
xix, 506 pages
Isbn
9780471214878
Isbn Type
(cloth)
Lccn
2004040891
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)54529183

Subject

Member of

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