Abstract We focus on the automatic detection of communities in large networks, a challenging problem many disciplines (such as sociology, biology, and computer science). Humans tend to associate form families, villages, nations. Similarly, elements real-world networks naturally highly connected groups. A popular model represent such structures is clique, that is, set fully interconnected nodes....