Flexible Imputation of Missing Data Second Edition is popular PDF and ePub book, written by Stef van Buuren in 2018-07-17, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Flexible Imputation of Missing Data Second Edition can be Read Online from any device for your convenience.
Flexible Imputation of Missing Data Second Edition Book PDF Summary
Missing data pose challenges to real-life data analysis. Simple ad-hoc fixes, like deletion or mean imputation, only work under highly restrictive conditions, which are often not met in practice. Multiple imputation replaces each missing value by multiple plausible values. The variability between these replacements reflects our ignorance of the true (but missing) value. Each of the completed data set is then analyzed by standard methods, and the results are pooled to obtain unbiased estimates with correct confidence intervals. Multiple imputation is a general approach that also inspires novel solutions to old problems by reformulating the task at hand as a missing-data problem. This is the second edition of a popular book on multiple imputation, focused on explaining the application of methods through detailed worked examples using the MICE package as developed by the author. This new edition incorporates the recent developments in this fast-moving field. This class-tested book avoids mathematical and technical details as much as possible: formulas are accompanied by verbal statements that explain the formula in accessible terms. The book sharpens the reader’s intuition on how to think about missing data, and provides all the tools needed to execute a well-grounded quantitative analysis in the presence of missing data.
Detail Book of Flexible Imputation of Missing Data Second Edition PDF
- Author : Stef van Buuren
- Release : 17 July 2018
- Publisher : CRC Press
- ISBN : 9780429960352
- Genre : Mathematics
- Total Page : 444 pages
- Language : English
- PDF File Size : 8,6 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Flexible Imputation of Missing Data Second Edition by Stef van Buuren, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.
Author : Anonim