Missing Data

Missing Data
Author: Patrick E. McKnight
Publisher: Guilford Press
Total Pages: 269
Release: 2007-03-28
Genre: Social Science
ISBN: 1606238205


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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. Patrick E. McKnight's website offers a periodically updated annotated bibliography on missing data and links to other Web resources that address missing data.


Missing Data
Language: en
Pages: 269
Authors: Patrick E. McKnight
Categories: Social Science
Type: BOOK - Published: 2007-03-28 - Publisher: Guilford Press

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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 m
Statistical Analysis with Missing Data
Language: en
Pages: 463
Authors: Roderick J. A. Little
Categories: Mathematics
Type: BOOK - Published: 2019-03-21 - Publisher: John Wiley & Sons

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An up-to-date, comprehensive treatment of a classic text on missing data in statistics The topic of missing data has gained considerable attention in recent dec
Flexible Imputation of Missing Data, Second Edition
Language: en
Pages: 444
Authors: Stef van Buuren
Categories: Mathematics
Type: BOOK - Published: 2018-07-17 - Publisher: CRC Press

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Missing data pose challenges to real-life data analysis. Simple ad-hoc fixes, like deletion or mean imputation, only work under highly restrictive conditions, w
Missing Data
Language: en
Pages: 303
Authors: John W. Graham
Categories: Social Science
Type: BOOK - Published: 2012-06-08 - Publisher: Springer Science & Business Media

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Missing data have long plagued those conducting applied research in the social, behavioral, and health sciences. Good missing data analysis solutions are availa
Applied Missing Data Analysis
Language: en
Pages: 401
Authors: Craig K. Enders
Categories: Psychology
Type: BOOK - Published: 2010-04-23 - Publisher: Guilford Press

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Walking readers step by step through complex concepts, this book translates missing data techniques into something that applied researchers and graduate student