Anthony Constantinou

Improving the imputation of missing data with Markov Blanket discovery

The process of imputation of missing data typically relies on generative and regression models. These approaches often operate on the unrealistic assumption that all of the data features are directly related with one another, and use all of the available features to impute missing values. In this pa…