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User interest modeling and its application for question recommendation in user-interactive question answering systems

机译:用户兴趣建模及其在交互式用户问答系统中的问题推荐应用

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摘要

In this paper, we propose a generative model, the Topic-based User Interest (TUI) model, to capture the user interest in the User-Interactive Question Answering (UIQA) systems. Specifically, our method aims to model the user interest in the UIQA systems with latent topic method, and extract interests for users by mining the questions they asked, the categories they participated in and relevant answer providers. We apply the TUI model to the application of question recommendation, which automatically recommends to certain user appropriate questions he might be interested in. Data collection from Yahoo! Answers is used to evaluate the performance of the proposed model in question recommendation, and the experimental results show the effectiveness of our proposed model.
机译:在本文中,我们提出了一个生成模型,即基于主题的用户兴趣(TUI)模型,以捕获用户交互式问答系统(UIQA)中的用户兴趣。具体来说,我们的方法旨在通过潜在主题方法对UIQA系统中的用户兴趣进行建模,并通过挖掘用户提出的问题,他们参与的类别以及相关的答案提供者来提取用户的兴趣。我们将TUI模型应用于问题推荐应用程序,该程序会自动向某些用户建议他可能感兴趣的适当问题。Yahoo!的数据收集答案用于评估问题建议中所提出模型的性能,实验结果表明所提出模型的有效性。

著录项

  • 来源
    《Information Processing & Management》 |2012年第2期|p.218-233|共16页
  • 作者单位

    School of Computer and Information Engineering, Shanghai University of Electronic Power, Shanghai 200090, China,Department of Computer Science and Technology, University of Science and Technology of China, Hefei, China,Department of Computer Science, City University of Hong Kong, HKSAR, China,Joint Research Lab of Excellence, CityU-USTC Advanced Research Institute, Suzhou, China;

    Department of Computer Science and Technology, University of Science and Technology of China, Hefei, China,Department of Computer Science, City University of Hong Kong, HKSAR, China,Joint Research Lab of Excellence, CityU-USTC Advanced Research Institute, Suzhou, China;

    Department of Computer Science, City University of Hong Kong, HKSAR, China;

    School of Computer and Information Engineering, Shanghai University of Electronic Power, Shanghai 200090, China,Department of Computer Science and Technology, University of Science and Technology of China, Hefei, China,Department of Computer Science, City University of Hong Kong, HKSAR, China,Joint Research Lab of Excellence, CityU-USTC Advanced Research Institute, Suzhou, China;

    Department of Computer Science and Technology, University of Science and Technology of China, Hefei, China,Joint Research Lab of Excellence, CityU-USTC Advanced Research Institute, Suzhou, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    question answering; topic model; user interest;

    机译:问题回答主题模型;用户兴趣;

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