Using Centrality Algorithms on Directed Graphs for Synonym Expansion
Sinha, Ravi Som (University of North Texas) | Mihalcea, Rada Flavia (University of North Texas)
This paper presents our explorations in using graph centrality measures to solve the synonym expansion problem. In particular, we use the concept of directional similarity to derive directed graphs on which we apply centrality algorithms to identify the most likely synonyms for a target word in a given context. We show that our method can lead to performance comparable to the state-of-the-art.