Table 6: wBER comparison between our in-house method of imputing missing values and built-in imputation strategy of different supervised classifiers.

Weighted BER Our method Built-in method

Random forests 0.294 0.423
AdaBoost 0.324 0.333
LogitBoost 0.335 0.241
GentleBoost 0.308 0.245
RobustBoost 0.325 0.296
LPBoost 0.256 0.369
TotalBoost 0.289 0.323
RUSBoost 0.308 0.361
Decision tree 0.346 0.651