18.12 Additional References

• Little, R. and Rubin, D. Statistical Analysis with Missing Data, 2nd Ed., Wiley, 2002

  • Standard reference
  • Requires some math

• Allison, P. Missing Data, Sage, 2001

  • Small and cheap
  • Requires very little math

• Multiple Imputation.com http://www.stefvanbuuren.nl/mi/

• Applied Missing Data Analysis with SPSS and (R) Studio https://bookdown.org/mwheymans/Book_MI/

• http://www.analyticsvidhya.com/blog/2016/03/tutorial-powerful-packages-imputing-missing-values/

• http://www.r-bloggers.com/imputing-missing-data-with-r-mice-package/

Imputation methods for complex survey data and data not missing at random is an open research topic. Read more about this here: https://support.sas.com/documentation/cdl/en/statug/63033/HTML/default/viewer.htm#statug_mi_sect032.htm

https://shirinsplayground.netlify.com/2017/11/mice_sketchnotes/