- Hippel (2019): How many imputations do you need?
- SAS (2016): Survey Data Imputation with RPOC SURVEYIMPUTE
- A very good classic reference by Donald B. Rubin (1996). Multiple Imputation After 18+ Years
- Formula for Combining Results across the Multipe Imputed Datasets.
- Sterne (2009). Multiple imputation for missing data in epidemiological and clinical research: potential and pitfalls
- Kenward (2007). Multiple imputation: current perspectives or full text here
- Graham (2007). How Many Imputations are Really Needed? Some Practical Clarifications of Multiple Imputation Theory
- Books:
- Applied Missing Data Analysis, see Google book as well.
- Applied Survey Data Analysis is one of my favorite books of complex sampling data analysis with a whole chapter about multiple imputation (Chapter 11). The way of teaching is very intuitive to an epidemiologist without much high level math background.
- Paul Allison: Multiple Imputation for Missing Data: A Cautionary Tale
- Multiple Imputation Online is not updated for a while, but this website is still have some useful linkages. It mentioned a few software for MI analyses; it doesn't include Stata, which is an my current first choice.
- SSCC: Multiple Imputation in Stata
- UCLA: Multiple Imputation in Stata
- Stata: How can I combine results other than coefficients in e(b) with multiply imputed data?
- Stata: Multiple imputation in Stata (2010) by Bill Rising. Multiple imputation using Stata’s mi command by Yulia Marchenko
- UCLA: How can I get margins and marginsplot with multiply imputated data?
- UCLA: How can I get margins for a multiply imputed survey logit model?
- Blog: Can 'margins' be used after 'mi estimate' for complex samplied data with 'svy' in Stata?
- Multiple Imputation FAQ by Joe Schafer
- SAS: Multiple Imputation for Missing Data
Disclaimer: This blog site is intended solely for sharing of information. Comments are warmly welcome, but I make no warranties regarding the quality, content, completeness, suitability, adequacy, sequence, or accuracy of the information.
Showing posts with label Survey. Show all posts
Showing posts with label Survey. Show all posts
Sunday, September 11, 2011
Multiple Imputation (MI)
Multiple Imputation (MI)
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