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Missing Data: A Gentle Introduction

Missing Data: A Gentle Introduction

Автор: Patrick E. McKnight, Katherine M. McKnight, Souraya Sidani, Aurelio Jose Figueredo, 252 стр., издатель: "The Guilford Press", ISBN: 1593853947

While most books on missing data focus on applying sophisticated statistical techniques to deal with the problem after it has occurred, this volume provides a methodology for the control and prevention of missing data. In clear, nontechnical language, the authors help the reader understand the different types of missing data and their implications for the reliability, validity, and generalizability of a study’s conclusions. They provide practical recommendations for designing studies that decrease the likelihood of missing data, and for addressing this important issue when reporting study results. When statistical remedies are needed--such as deletion procedures, augmentation methods, and single imputation and multiple imputation procedures--the book also explains how to make sound decisions about their use.
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