Author(s): Fitzmaurice, Garrett M.; Kenward, Michael G.; Molenberghs, Geert; Tsiatis, Anastasios Athanasios; Verbeke, Geert
Series: Chapman & Hall/CRC handbooks of modern statistical methods
Publisher: CRC Press
Year: 2014
Language: English
Pages: 600
Tags: Математика;Теория вероятностей и математическая статистика;Математическая статистика;
Content: Introduction and preliminaries / Garrett M. Fitzmaurice, Michael G. Kenward, Geert Molenberghs, Geert Verbeke, and Anastasios A. Tsiatis --
Developments of methods and critique of ad hoc methods / James R. Carpenter and Michael G. Kenward --
Introduction and overview / Michael G. Kenward, Geert Molenberghs, and Geert Verbeke --
Perspective and historical overview / Michael G. Kenward and Geert Molenberghs --
Bayesian methods / Michael J. Daniels and Joseph W. Hogan --
Joint modeling of longitudinal and time-to-event data / Dimitris Rizopoulos --
Introduction and overview / Garrett M. Fitzmaurice --
Missing data methods: a semi-parametric perspective / Anastasios A. Tsiatis and Marie Davidian --
Double-robust methods / Andrea Rotnitzky and Stijn Vansteelandt --
Pseudo-likelihood methods for incomplete data / Geert Molenberghs and Michael G. Kenward --
Introduction / Michael G. Kenward --
Multiple imputation: perspective and historical overview / John B. Carlin --
Fully conditional specification / Stef van Buuren --
Multilevel multiple imputation / Harvey Goldstein and James R. Carpenter --
Introduction and overview / Geert Molenberghs, Geert Verbeke, and Michael G. Kenward --
A likelihood-based perspective / Geert Verbeke, Geert Molenberghs, and Michael G. Kenward --
A semi-parametric perspective / Stijn Vansteelandt --
Bayesian sensitivity analysis / Joseph W. Hogan, Michael J. Daniels, and Liangyuan Hu --
Sensitivity analysis with multiple imputation / James R. Carpenter and Michael G. Kenward --
The elicitation and use of expert opinion / Ian R. White --
Introduction and overview / Geert Molenberghs --
Missing data in clinical trials / Craig Mallinckrodt --
Missing data in sample surveys / Thomas R. Belin and Juwon Song --
Model diagnostics / Dimitris Rizopoulos, Geert Molenberghs, and Geert Verbeke
