Multiple Imputation of Missing Data Using SAS

1st Edition

Patricia Berglund; Steven G. Heeringa
eISBN-13: 9781629592039

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Find guidance on using SAS for multiple imputation and solving common missing data issues.

Multiple Imputation of Missing Data Using SAS provides both theoretical background and constructive solutions for those working with incomplete data sets in an engaging example-driven format. It offers practical instruction on the use of SAS for multiple imputation and provides numerous examples that use a variety of public release data sets with applications to survey data.

Written for users with an intermediate background in SAS programming and statistics, this book is an excellent resource for anyone seeking guidance on multiple imputation. The authors cover the MI and MIANALYZE procedures in detail, along with other procedures used for analysis of complete data sets. They guide analysts through the multiple imputation process, including evaluation of missing data patterns, choice of an imputation method, execution of the process, and interpretation of results.

Topics discussed include how to deal with missing data problems in a statistically appropriate manner, how to intelligently select an imputation method, how to incorporate the uncertainty introduced by the imputation process, and how to incorporate the complex sample design (if appropriate) through use of the SAS SURVEY procedures.

Discover the theoretical background and see extensive applications of the multiple imputation process in action.

Additional resources for this book can be found by accessing the link below.

Sold By SAS Institute
ISBNs 9781629592039, 9781612904528, 9781629592053, 9781642955217
Publish Year 2014
Language English
Number of Pages 164
Edition 1st