Thanks Zeus.. I observed that sparsity and density are exactly the opposite things,  considered in many studies. A Sparsity of 20% ignores 20 % of the connections and considers top 80% of the connections, while a density of 20% considers 20% and ignores the rest. Hope I understood it right.