As an alternative term weighting approach, we have used a variant of Mihalcea and Tarau (2004)'s Tex-tRank, a graph-based ranking model for keyword extraction which achieves state-of-the-art accuracy without the need of deep linguistic knowledge or domain-specific corpora.
the ranking algorithm proceeds as follows.