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For a given vertex, Vi, In(Vi) denotes the number of inward edges to that vertex and Out(Vi) denotes the number of outward edges from that vertex. d is the damping factor which is set to 0.85, as is done in PageRank [3]. Now to enable the application of this model to natural language texts, we follow the steps:
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