It is simple implementation of ItemRank algorithm. Item Rank is random walk algorithm which is used to in recommender systems to rank items for users based on their preferences. You can read about Item Rank in this paper: https://www.aaai.org/Papers/IJCAI/2007/IJCAI07-444.pdf
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Impletation Of ItemRank Using Python