Subtopic Taxonomy-Aware Framework for Diversity Evaluation
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National Natural Science Foundation of China (61532011, 61472206); National Program on Key Basic Research Project of China (973 Program) (2015CB358700)

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    Abstract:

    To evaluate search result diversification, which is supposed to meet different needs behind a same query, a number of evaluation frameworks are proposed. Although most of these frameworks take the probability distribution of information needs(usually called subtopics) underlying a query topic into account, they usually do not consider the subtopic taxonomy information. In this paper, the decay function is first introduced to take the subtopic taxonomy information into account. And then based on the decay function, a novel framework called the subtopic taxonomy-aware(STA) framework is proposed to define the structure that the taxonomy-aware diversity evaluation metrics would have. The decay functions used for the informational and navigational subtopics are also discussed. Experiments based on TREC and NTCIR test collections show the effectiveness of the proposed method.

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陈飞,刘奕群,张敏,马少平.基于查询子主题分类的多样性搜索评价方法.软件学报,2015,26(12):3130-3139

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History
  • Received:December 13,2013
  • Revised:September 26,2014
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  • Online: December 04,2015
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