We have considered only is-a relationship and noun concepts in the WordNet hierarchy for similarity calculation.
We use WordNet 3.1, which contains nine separate noun hierarchies containing, path between two concepts may not exists in the WordNet. Therefore, we create a root node that subsumes all the nine given hierarchies in the WordNet.