To develop a powerful predictor, one of the keys is to formulate the protein sequences with an effective mathematical expression that can truly reflect their intrinsic correlation with the attribute to be predicted [17] . To realize this, some popular sequence-based encoding schemes have been investigated to represent each protein sequence.