does xgboost handle missing values?
i.e. features that are not presented in the sparse feature matrix are treated as 'missing'. XGBoost will handle it internally and you do not need to do anything on it." And, " tqchen commented on Aug 13, 2014 Internally, XGBoost will automatically learn what is the best direction to go when a value is missing.