Multiple Imputation After 18+ Years
Citations
10,568 citations
Cites background from "Multiple Imputation After 18+ Years..."
...Reviews of MI have been published by Rubin (1996) and Schafer (1997, 1999a)....
[...]
...Properties of MI when the imputer’s and analyst’s models differ have been explored theoretically by Meng (1994) and Rubin (1996) and from a practical standpoint by Collins, Schafer, and Kam (2001)....
[...]
10,234 citations
Cites background or methods from "Multiple Imputation After 18+ Years..."
...Multiple imputation (Rubin 1987, 1996) is the method of choice for complex incomplete data problems....
[...]
...Theory and applications of multiple imputation have been developed in Rubin (1987) and Rubin (1996). van Buuren (2012) introduces multiple imputation from an applied perspective....
[...]
9,509 citations
6,349 citations
3,387 citations
References
37,183 citations
18,201 citations
"Multiple Imputation After 18+ Years..." refers methods in this paper
...Certain ad hoc methods of handling missing data, such as "complete-case analysis," "available-case analysis," and "fill-in with means" (e.g., see Little and Rubin 1987, part I), satisfy this basic objective and so have a certain appeal....
[...]
16,079 citations
14,574 citations
13,884 citations