The high efficiency and applicability of attribute weighting algorithms and Decision Tree models in determining the protein attributes contributing to thermostability, halo-stability, heavy metal protein pumps, and lipid-binding proteins have been discussed before. Here for the first time, various Tree Induction models were applied to determine the most efficient and precise model.