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A course project with proposed modified PageRank algorithm to estimate node influence in social network

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Topic-sensitive TwitterRank

Basic Idea

  • We proposed a topic-sensitive ranking algorithm based on the existing TwitterRank Algorithm.
  • Based on the topology level information from TwitterRank, we further utilize the top-specific information, such as the comment preference or the number of tweets on specific topic, namely expertness, to obtain a more precise identification of individual influence.
  • A weighted Borda count method is used to combine this two rankings.

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Testing

  • Testing is performed on real twitter data to compute individual influence, and is combined with individual comments to predict real-time box office prediction.

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A course project with proposed modified PageRank algorithm to estimate node influence in social network

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  • Python 80.9%
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