Using topic analysis techniques to support comprehensive research paper searches

Satoshi Fukuda, Yoichi Tomiura

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

抄録

In an academic paper search to confirm the originality of a user's research, it is important that the search returns comprehensive results relevant to the user's information need. To achieve comprehensive search results, users often relax initially restrictive search formula by adding synonyms and expressions similar to the search words with operator OR, and/or replacing AND with OR operations. However, it is difficult to anticipate all the terms that authors of relevant papers might have used. In addition, the replacement of AND with OR in search phrases can return a large number of unrelated papers. To overcome these issues, we propose a research paper search method based on topic analysis, which uses Boolean search based on the topics assigned to the search words in the search formula and the abstracts that contain any search word. Our method considers synonyms and expressions similar to the search words, which a user might not anticipate, while limiting the number of papers unrelated to the information need in the search result. To investigate the effectiveness of our method, we conducted experiments using the NTCIR-1 and 2 datasets, and confirmed that our method shows a reduction effect on unrelated papers, while maintaining high coverage.

本文言語英語
ホスト出版物のタイトルProceedings of the 2017 International Conference on Asian Language Processing, IALP 2017
編集者Rong Tong, Minghui Dong, Yanfeng Lu, Yue Zhang
出版社Institute of Electrical and Electronics Engineers Inc.
ページ314-317
ページ数4
ISBN(電子版)9781538619803
DOI
出版ステータス出版済み - 2月 21 2018
イベント21st International Conference on Asian Language Processing, IALP 2017 - Singapore, シンガポール
継続期間: 12月 5 201712月 7 2017

出版物シリーズ

名前Proceedings of the 2017 International Conference on Asian Language Processing, IALP 2017
2018-January

その他

その他21st International Conference on Asian Language Processing, IALP 2017
国/地域シンガポール
CitySingapore
Period12/5/1712/7/17

!!!All Science Journal Classification (ASJC) codes

  • 言語および言語学
  • 人工知能
  • コンピュータ ネットワークおよび通信
  • 人間とコンピュータの相互作用
  • 信号処理

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