Multiple imputation and its application /

"Multiple imputation remains the most widely used methodology for missing data. Since the publication of the first edition, both MI methodology and the range of applications has continued to expand and develop. Methodological advances include extended MI methodologies for multilevel data and ca...

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Bibliographic Details
Main Authors:	Carpenter, James R. (Author), Bartlett, Johnathon (Author), Morris, Tim (Author), Wood, Angela (Author), Quartagno, Matteo (Author), Kenward, Michael G. (Author)
Format:	eBook
Language:	English
Published:	Hoboken, NJ : John Wiley & Sons, Inc. 2023.
Edition:	Second edition.
Series:	Statistics in practice.
Subjects:	Multiple imputation (Statistics) Medicine > Research > Statistical methods. Medical statistics. Data Interpretation, Statistical. Data Analysis. Biomedical Research > methods.
Online Access:	Connect to the full text of this electronic book

Description
Summary:	"Multiple imputation remains the most widely used methodology for missing data. Since the publication of the first edition, both MI methodology and the range of applications has continued to expand and develop. Methodological advances include extended MI methodologies for multilevel data and causal models, alongside important practical developments in sensitivity analysis. Key practical applications are clinical trials, prognostic modelling and causal modelling. Following on from the first edition, the authors here present the concepts in an intuitive way, setting out the issues raised by missing data, describing the rationale for MI, and show how it can be applied in increasingly complex settings with a range of examples. Also available for the first time are theoretical and computer-based exercises using Stata and R to help the instructor. Multiple Imputation and its Application, Second Edition is aimed at quantitative medical and social researchers by presenting the concepts in an intuitive way, illustrating with a range of examples. Alongside this, inclusion of key mathematical details, and theoretical and computer-based exercises will make the text suitable for graduate teaching and short courses"--
Item Description:	Preceded by Multiple imputation and its application / James R. Carpenter and Michael G. Kenward. 2013.
Physical Description:	1 online resource (xx, 440 pages) : illustrations (some color).
Bibliography:	Includes bibliographical references and indexes.
ISBN:	9781119756118 1119756111 9781119756101 1119756103 9781119756095 111975609X