| Edition |
2nd ed. |
| Description |
1 online resource. |
| Physical Medium |
polychrome |
| Description |
text file |
| Series |
Oxford statistical science series ; no. 25
|
|
Oxford statistical science series ; no. 25.
|
| Note |
Previous edition: 2002. |
| Bibliography |
Includes bibliographical references and index. |
| Contents |
""Cover""; ""Contents""; ""1 Introduction""; ""1.1 Longitudinal studies""; ""1.2 Examples""; ""1.3 Notation""; ""1.4 Merits of longitudinal studies""; ""1.5 Approaches to longitudinal data analysis""; ""1.6 Organization of subsequent chapters""; ""2 Design considerations""; ""2.1 Introduction""; ""2.2 Bias""; ""2.3 Effciency""; ""2.4 Sample size calculations""; ""2.4.1 Continuous responses""; ""2.4.2 Binary responses""; ""2.5 Further reading""; ""3 Exploring longitudinal data""; ""3.1 Introduction""; ""3.2 Graphical presentation of longitudinal data"" |
|
""3.3 Fitting smooth curves to longitudinal data""""3.4 Exploring correlation structure""; ""3.5 Exploring association amongst categorical responses""; ""3.6 Further reading""; ""4 General linear models for longitudinal data""; ""4.1 Motivation""; ""4.2 The general linear model with correlated errors""; ""4.2.1 The uniform correlation model""; ""4.2.2 The exponential correlation model""; ""4.2.3 Two-stage least-squares estimation and random effects models""; ""4.3 Weighted least-squares estimation""; ""4.4 Maximum likelihood estimation under Gaussian assumptions"" |
|
""4.5 Restricted maximum likelihood estimation""""4.6 Robust estimation of standard errors""; ""5 Parametric models for covariance structure""; ""5.1 Introduction""; ""5.2 Models""; ""5.2.1 Pure serial correlation""; ""5.2.2 Serial correlation plus measurement error""; ""5.2.3 Random intercept plus serial correlation plus measurement error""; ""5.2.4 Random effects plus measurement error""; ""5.3 Model-fitting""; ""5.3.1 Formulation""; ""5.3.2 Estimation""; ""5.3.3 Inference""; ""5.3.4 Diagnostics""; ""5.4 Examples""; ""5.5 Estimation of individual trajectories""; ""5.6 Further reading"" |
|
""6 Analysis of variance methods""""6.1 Preliminaries""; ""6.2 Time-by-time ANOVA""; ""6.3 Derived variables""; ""6.4 Repeated measures""; ""6.5 Conclusions""; ""7 Generalized linear models for longitudinal data""; ""7.1 Marginal models""; ""7.2 Random effects models""; ""7.3 Transition (Markov) models""; ""7.4 Contrasting approaches""; ""7.5 Inferences""; ""8 Marginal models""; ""8.1 Introduction""; ""8.2 Binary responses""; ""8.2.1 The log-linear model""; ""8.2.2 Log-linear models for marginal means""; ""8.2.3 Generalized estimating equations""; ""8.3 Examples""; ""8.4 Counted responses"" |
|
""8.4.1 Parametric modelling for count data""""8.4.2 Generalized estimating equation approach""; ""8.5 Sample size calculations revisited""; ""8.6 Further reading""; ""9 Random effects models""; ""9.1 Introduction""; ""9.2 Estimation for generalized linear mixed models""; ""9.2.1 Conditional likelihood""; ""9.2.2 Maximum likelihood estimation""; ""9.3 Logistic regression for binary responses""; ""9.3.1 Conditional likelihood approach""; ""9.3.2 Random effects models for binary data""; ""9.3.3 Examples of logistic models with Gaussian random effects""; ""9.4 Counted responses"" |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
Longitudinal method.
|
|
Longitudinal method. |
|
Time-series analysis.
|
|
Time-series analysis. |
|
Multivariate analysis.
|
|
Multivariate analysis. |
| Genre/Form |
Electronic books.
|
| Added Author |
Diggle, Peter.
|
| Other Form: |
Print version: Analysis of longitudinal data. 2nd ed. Oxford : Oxford University Press, 2013 9780199676750 (OCoLC)818450193 |
| ISBN |
9780191664328 (electronic book) |
|
0191664324 (electronic book) |
|
9780199676750 |
|
0199676755 |
|
