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A modern and practical guide to the essential concepts and ideas for analyzing data with missing observations in the field of biostatistics
With an emphasis on hands-on applications, Applied Missing Data Analysis in the Health Sciences outlines the various modern statistical methods for the analysis of missing data. The authors acknowledge the limitations of established techniques and provide newly-developed methods with concrete applications in areas such as causal inference methods and the field of diagnostic medicine.
Organized by types of data, chapter coverage begins with an overall introduction to the existence and limitations of missing data and continues into traditional techniques for missing data inference, including likelihood-based, weighted GEE, multiple imputation, and Bayesian methods. The book’s subsequently covers cross-sectional, longitudinal, hierarchical, survival data. In addition, Applied Missing Data Analysis in the Health Sciences features:
- Multiple data sets that can be replicated using the SAS�, Stata�, R, and WinBUGS software packages
- Numerous examples of case studies in the field of biostatistics to illustrate real-world scenarios and demonstrate applications of discussed methodologies
- Detailed appendices to guide readers through the use of the presented data in various software environments
Applied Missing Data Analysis in the Health Sciences is an excellent textbook for upper-undergraduate and graduate-level biostatistics courses as well as an ideal�resource for health science researchers and applied statisticians.
- Sales Rank: #3228441 in Books
- Published on: 2014-06-30
- Original language: English
- Number of items: 1
- Dimensions: 9.60" h x .78" w x 6.40" l, .0 pounds
- Binding: Hardcover
- 256 pages
Review
“Overall the book is an excellent reference for biostatisticians who are interested in methodological approaches as well as for biostatisticians who prefer the applied side. Several useful examples from clinical trials and health research are carefully selected and analyzed to demonstrate the methods covered in the book. It is also a useful resource for postgraduate students researching missing-data methods and their application.”� (Biometrical Journal, 1 June 2015)
�
About the Author
Xiao-Hua Zhou, PhD, is Professor in the Department of Biostatistics at the University of Washington and Director and Research Career Scientist at the Biostatistics Unit of the Veterans Affairs Puget Sound Health Care System. Dr. Zhou is Associate Editor of Statistics in Medicine and has published over 200 journal articles in his areas of research interest, which include statistical methods in diagnostic medicine, analysis of skewed data, causal inferences, and statistical methods for assessing predictive values of biomarkers.
Chuan Zhou, PhD, is Research Associate Professor of Biostatistics in the Department of Pediatrics at University of Washington. He has coauthored numerous journal articles in his research areas of interest, which include clinical trials, health service research, diagnostics, missing data, and causal inference.
Danping Liu, PhD, is Investigator in the Division of Intramural Population Health Research at the Eunice Kennedy Shriver National Institute of Child Health and Human Development. He has authored numerous research articles in his research areas of interest, which include medical diagnostic testing and ROC curve, missing data methodologies, longitudinal data analysis, and non- and-semi-parametric inferences.
Xiaobo Ding, PhD,�is Assistant Professor in the Academy of Mathematics and Systems Science at the Chinese Academy of Sciences. His research interests include dimension reduction, variable selection, missing data, confidence bands, and goodness of fit tests.
Most helpful customer reviews
5 of 8 people found the following review helpful.
Great book on missing data; another e-book destroyed by Wiley. Buy the hardback, instead.
By Thomas Richards
This is a terrific textbook, but it is yet another example of how and why Wiley should not try to sell e-books. To read any mathematical equation I need a magnifying glass. Alternatively, I must double-click on a displayed equation to view a blurry blown-up image, and then use the back arrow. This book appears not to have been produced with LaTex. Why can't Wiley quality check technical e-books before unleashing this crap on the public? Did no one open this e-book before it was sent out? I returned the e-book that I had purchased, but it's a shame: e-books do not get lost, and they are easy to carry and to search, if rendered properly. If lazy companies like Wiley would just quit turning great intellectual content into trash, other companies could do better. This book does a great job of summarizing all the major issues with missing data, which makes Wiley's incompetence even more inexcusable, to me. Of course, I bought the hard copy of this book and am quite happy, with the authors' work, but I remain very angry at Wiley.
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