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Discovering Domain Experts in Online Q&A Communities

  

  1. (School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, China)
  • Received:2018-03-14 Online:2018-09-29 Published:2018-09-30

Abstract:  In this paper, we propose a question-answerer-topic model according to the generation procedure of answers in online Q&A communities, to model the topic distribution of question-answerer pairs. Then we calculate the professional level of users under different topics by incorporating the voting number of each answer in each question. Finally we propose an improved topic-sensitive PageRank model based on the thinking of link analysis to calculate the final expert score of each user under specific topics. The experiments and comparative analysis based on a real data set from a Chinese online Q&A community Zhihu in the field of artificial intelligence are carried out. The experimental results show that the proposed method obviously outperforms other existing expert finding methods.

Key words:  online Q&A communities, topic model, link analysis, experts finding

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