Use both SMOTE (Synthetic Minority Over-sampling Technique) and ROSE (Random Over-Sampling Examples) algorithms to balance data. SMOTE is implemented within KNIME. ROSE can be accessed via R.
This is a companion discussion topic for the original entry at https://kni.me/w/xiWGmF_x4fuqKsK7