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Promoting ranking diversity for biomedical information retrieval using wikipedia

  • Xiaoshi Yin*
  • , Xiangji Huang
  • , Zhoujun Li
  • *此作品的通讯作者
  • Beihang University
  • York University Toronto

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In this paper, we propose a cost-based re-ranking method to promote ranking diversity for biomedical information retrieval. The proposed method concerns with finding passages that cover many different aspects of a query topic. First, aspects covered by retrieved passages are detected and explicitly presented by Wikipedia concepts. Then, an aspect filter based on a two-stage model is introduced. It ranks the detected aspects in decreasing order of the probability that an aspect is generated by the query. Finally, retrieved passages are re-ranked using the proposed cost-based re-ranking method which ranks a passage according to the number of new aspects covered by the passage and the query-relevance of aspects covered by the passage. A series of experiments conducted on the TREC 2006 and 2007 Genomics collections demonstrate the effectiveness of the proposed method in promoting ranking diversity for biomedical information retrieval.

源语言英语
主期刊名Advances in Information Retrieval - 32nd European Conference on IR Research, ECIR 2010, Proceedings
出版商Springer Verlag
495-507
页数13
ISBN(印刷版)3642122744, 9783642122743
DOI
出版状态已出版 - 2010
活动32nd European Conference on Information Retrieval, ECIR 2010 - Milton Keynes, 英国
期限: 28 3月 201031 3月 2010

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
5993 LNCS
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议32nd European Conference on Information Retrieval, ECIR 2010
国家/地区英国
Milton Keynes
时期28/03/1031/03/10

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