Multiple Imputation in Practice: With Examples Using IVEware

Author:   Trivellore Raghunathan ,  Patricia A. Berglund ,  Peter W. Solenberger
Publisher:   Taylor & Francis Inc
ISBN:  

9781498770163


Pages:   250
Publication Date:   12 July 2018
Format:   Hardback
Availability:   In Print   Availability explained
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Multiple Imputation in Practice: With Examples Using IVEware


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Full Product Details

Author:   Trivellore Raghunathan ,  Patricia A. Berglund ,  Peter W. Solenberger
Publisher:   Taylor & Francis Inc
Imprint:   Chapman & Hall/CRC
Weight:   0.566kg
ISBN:  

9781498770163


ISBN 10:   1498770169
Pages:   250
Publication Date:   12 July 2018
Audience:   College/higher education ,  General/trade ,  Tertiary & Higher Education ,  General
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

1. Basic Concepts 2. Descriptive Statistics 3. Linear Models 4. Generalized Linear Model 5. Categorical Data Analysis 6. Survival Analysis 7.Structural Equation Models 8. Longitudinal Data Analysis 9. Complex Survey Data Analysis using BBDESIGN 10.Sensitivity Analysis 11. Odds and Ends. Appendices

Reviews

""This is a very useful book for applied researchers, especially those working with complex survey samples with stratification, clustering, and weighting. It contains detailed examples and programming codes that can be easily followed and carried out by users of all levels. It has a good balance of statistical methods and practical application of multiple imputation. In most chapters, the authors start by explaining the basic concepts in complete data analysis, then extending the topics to amultiple imputation setting. Relevant data examples appear throughout the text. Additional readings are listed at the end of each chapter to helpmore advanced readers gain a better understanding of the methods and theories underlying the topics presented in the text."" - Qixuan Chen, The American Statistician, October 2020


This is a very useful book for applied researchers, especially those working with complex survey samples with stratification, clustering, and weighting. It contains detailed examples and programming codes that can be easily followed and carried out by users of all levels. It has a good balance of statistical methods and practical application of multiple imputation. In most chapters, the authors start by explaining the basic concepts in complete data analysis, then extending the topics to amultiple imputation setting. Relevant data examples appear throughout the text. Additional readings are listed at the end of each chapter to helpmore advanced readers gain a better understanding of the methods and theories underlying the topics presented in the text. - Qixuan Chen, The American Statistician, October 2020


Author Information

Trivellore Raghunathan is the director of the Survey Research Center in the Institute for Social Research and professor of biostatistics in the School of Public Health at the University of Michigan. He has published numerous papers in a range of statistical and public health journals. His research interests include applied regression analysis, linear models, design of experiments, sample survey methods, and Bayesian inference. Patricia A. Berglund is a senior research associate in the Youth and Social Indicators Program and Survey Methodology Program in the Survey Research Center at the University of Michigan’s Institute for Social Research.    

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