Abstract
In this work we study the relation between moderate deviation functions, restricted dis-similarity functions and restricted equivalence functions. We use moderate deviation functions in order to measure the similarity or dissimilarity between a given set of data. We show an application of moderate deviate functions used in the same way as penalty functions to make a final decision from a score matrix in a classification problem. (C) 2019 Elsevier Inc. All rights reserved.