In recent years a number of researchers have proposed using machine learning techniques to impute missing data. One of these is the so called random forest technique. I recently gave a talk at the International Biometric Society’s conference in Florence, Italy, on the topic. In case it is of interest to anyone, the slides of the talk are available below.
Slides from talk at IBC2014 on random forest multiple imputation