Figure 1. An iterative pairwise sequence similarity training scheme used for constructing a protein's feature vector.

Feature vector corresponding to a particular protein X is F_X = f_X1, f_X2, …, f_Xi, where i is the total number of allergens in the training data set and f_Xi, is the Smith-Waterman alignment score of sequence X against the ith allergens in the training dataset.