Amelia II: A Program for Missing Data — amelia-package • Amelia

Uses a bootstrap+EM algorithm to impute missing values from a dataset and produces multiple output datasets for analysis.

Details

Package:	amelia
Type:	Package
Version:	1.0
Date:	2006-03-03
License:	See Manual

You can use the package in one of two ways: either by invoking the ameliagui() command and running the program from a graphical interface or by loading in your data and then running the amelia function on the data.

If you use the GUI in Windows, makes sure that you run R under a Single Window Interface (SDI) as it will try to grab focus from the GUI if you don't.

Author

James Honaker, Matthew Blackwell, Gary King

References

James Honaker, Gary King, Matthew Blackwell (2011). Amelia II: A Program for Missing Data. Journal of Statistical Software, 45(7), 1--47. URL http://www.jstatsoft.org/v45/i07/.

King, Gary; James Honaker, Anne Joseph, and Kenneth Scheve. \"Analyzing Incomplete Political Science Data: An Alternative Algorithm for Multiple Imputation\", American Political Science Review, Vol. 95, No. 1 (March, 2001): Pp. 49-69.