Multiple Imputation and its Application

Carpenter, James R. (London School of Hygiene & Tropical Medicine, Bartlett, Jonathan W. (London School of Hygiene & Tropical Medicine, Morris, Tim P. (University College London, Wood, Angela M. (University of Cambridge

Carpenter, James R. (London School of Hygiene & Tropical Medicine, Bartlett, Jonathan W. (London School of Hygiene & Tropical Medicine, Morris, Tim P. (University College London, Wood, Angela M. (University of Cambridge - Multiple Imputation and its Application
Carpenter, James R. (London School of Hygiene & Tropical Medicine, Bartlett, Jonathan W. (London School of Hygiene & Tropical Medicine, Morris, Tim P. (University College London, Wood, Angela M. (University of Cambridge - Multiple Imputation and its Application

Description

Multiple Imputation and its Application The most up-to-date edition of a bestselling guide to analyzing partially observed data In this comprehensively revised Second Edition of Multiple Imputation and its Application, a team of distinguished statisticians delivers an overview of the issues raised by missing data, the rationale for multiple imputation as a solution, and the practicalities of applying it in a multitude of settings. With an accessible and carefully structured presentation aimed at quantitative researchers, Multiple Imputation and its Application is illustrated with a range of examples and offers key mathematical details. The book includes a wide range of theoretical and computer-based exercises, tested in the classroom, which are especially useful for users of R or Stata. Readers will find: * A comprehensive overview of one of the most effective and popular methodologies for dealing with incomplete data sets * Careful discussion of key concepts * A range of examples illustrating the key ideas * Practical advice on using multiple imputation * Exercises and examples designed for use in the classroom and/or private study Written for applied researchers looking to use multiple imputation with confidence, and for methods researchers seeking an accessible overview of the topic, Multiple Imputation and its Application will also earn a place in the libraries of graduate students undertaking quantitative analyses.
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Writer
Carpenter, James R. (London School of Hygiene & Tropical Medicine, Bartlett, Jonathan W. (London School of Hygiene & Tropical Medicine, Morris, Tim P. (University College London, Wood, Angela M. (University of Cambridge
Title
Multiple Imputation and its Application
Publisher
John Wiley & Sons Inc
Year
2023
Language
English
Pages
464
Weight
796 gr
EAN
9781119756088
Dimensions
158 x 236 x 31 mm
Binding format
Hardback

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