Before revision:  Association networks represent systems of interacting elements, where a link between two different elements indicates a sufficient level of similarity between element attributes.
After revision: Our work is motivated by and illustrated with application of association networks in computational biology, specifically in the context of gene/protein regulatory networks. Association networks represent systems of interacting elements, where a link between two different elements indicates a sufficient level of similarity between element attributes.