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Development of Information Retrieval Support Systems

Research Project

Project/Area Number 25330368
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Web informatics, Service informatics
Research InstitutionRyukoku University

Principal Investigator

Ma Qing  龍谷大学, 理工学部, 教授 (30358882)

Co-Investigator(Kenkyū-buntansha) 吉見 毅彦  龍谷大学, 理工学部, 准教授 (50368031)
南條 浩輝  京都大学, 学術情報メディアセンター, 准教授 (50388162)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords検索支援 / 用語予測 / 深層学習 / DBN/SdA / 非構造化文書 / 用語抽出 / カテゴリ推定 / 辞書拡充 / DBN/SdA/word2vec / 関連語・周辺語 / 意味ベクトル / 擬似適合性フィードバック / Deep Learning / DBN / SdA / 関連語 / 周辺語
Outline of Final Research Achievements

The current Web search engines have a very high retrieval performance as long as the proper retrieval terms are given. However, many people, particularly children, seniors, and foreigners, have difficulty deciding on the proper retrieval terms for representing the retrieval objects, especially with searches related to technical fields. In this study, we developed a support system that can highly accurately predict suitable retrieval term candidates when some clues such as their descriptive texts or relevant/surrounding words are given by the users, adopting deep learning methods and the latest information retrieval technology.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (18 results)

All 2017 2016 2015 2014 2013 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 2 results,  Open Access: 1 results) Presentation (14 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] 音声ドキュメントを検索対象とした用語検索2017

    • Author(s)
      森田直樹,南條浩輝,山本凌紀,馬青
    • Journal Title

      情報処理学会論文誌(テクニカルノート)

      Volume: Vol.58, No.3 Pages: 762-767

    • NAID

      170000148486

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Retrieval Term Prediction Using Deep Belief Networks2015

    • Author(s)
      馬青,谷河息吹,村田真樹
    • Journal Title

      Journal of Natural Language Processing

      Volume: 22 Issue: 4 Pages: 225-250

    • DOI

      10.5715/jnlp.22.225

    • NAID

      130005131978

    • ISSN
      1340-7619, 2185-8314
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 既存対訳辞書と複数のシソーラスを用いた類義表現の生成による対訳辞書の拡充2015

    • Author(s)
      吉見毅彦,小谷克則
    • Journal Title

      Information

      Volume: Vol.18,No.2 Pages: 609-624

    • NAID

      40022577699

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of Reading Data in an Integrated Learner Corpus2013

    • Author(s)
      Kotani, K., Yoshimi, T. and Isahara, H.
    • Journal Title

      Procedia - Social and Behavioral Sciences

      Volume: 95 Pages: 513-521

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 機械学習を用いたQAサイト質問文のカテゴリの類推2017

    • Author(s)
      加藤 玲大,馬青,村田真樹
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学(筑波キャンパス 春日エリア)
    • Year and Date
      2017-03-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] 複数の入力説明文を用いた音声ドキュメントからの用語検索2017

    • Author(s)
      森田直樹,南條浩輝,馬青
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学(筑波キャンパス 春日エリア)
    • Year and Date
      2017-03-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] Retrieval Term Prediction Using Deep Learning Methods2016

    • Author(s)
      Qing Ma, Ibuki Tanigawa and Masaki Murata
    • Organizer
      The 30th Pacific Asia Conference on Language, Information and Computation (Paclic 30)
    • Place of Presentation
      Seoul
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層学習を用いた QA サイト質問文のカテゴリ分類2016

    • Author(s)
      加藤玲大,馬青,村田真樹
    • Organizer
      情報処理学会研究報告 Vol. 2016-NL-228
    • Place of Presentation
      大阪大学(吹田キャンパス)
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] 非構造化文書からの用語検索における用語候補のリスコアリングの検討2016

    • Author(s)
      森田直樹,南條浩輝,馬青
    • Organizer
      情報処理学会研究報告 SLP-111/NL-226
    • Place of Presentation
      東京工業大学(大岡山キャンパス)
    • Year and Date
      2016-05-16
    • Related Report
      2016 Annual Research Report 2015 Research-status Report
  • [Presentation] 説明文を入力とした非構造化文書からの用語検索の検討2015

    • Author(s)
      森田直樹,南條浩輝,山本凌紀,馬青
    • Organizer
      情報処理学会研究報告 SLP-109
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-02
    • Related Report
      2015 Research-status Report
  • [Presentation] Comparison between Deep Learning and Conventional Machine Learning Methods on Retrieval Term Prediction2015

    • Author(s)
      Qing Ma
    • Organizer
      The 15th China-Japan Joint Conference on Natural Language Processing (CJCNLP2015)
    • Place of Presentation
      Aomori, Japan
    • Year and Date
      2015-10-18
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Nグラムコーパスを用いたIT用語の意味ベクトルの獲得2015

    • Author(s)
      渡邊和弥, 馬青
    • Organizer
      言語処理学会 第21回年次大会
    • Place of Presentation
      京都大学
    • Year and Date
      2015-03-19
    • Related Report
      2014 Research-status Report
  • [Presentation] 検索語の予測におけるDeep Learning と従来の機械学習との比較2015

    • Author(s)
      谷河息吹, 馬青, 村田真樹
    • Organizer
      言語処理学会 第21回年次大会
    • Place of Presentation
      京都大学
    • Year and Date
      2015-03-18
    • Related Report
      2014 Research-status Report
  • [Presentation] Retrieval Term Prediction Using Deep Belief Networks2014

    • Author(s)
      Q. Ma, I. Tanigawa, and M. Murata
    • Organizer
      The 28th Pacific Asia Conference on Language, Information and Computing (Paclic 28)
    • Place of Presentation
      Phuket, Thailand
    • Year and Date
      2014-12-13
    • Related Report
      2014 Research-status Report
  • [Presentation] Spoken Document Retrieval Experiments for SpokenQuery&Doc at Ryukoku University (RYSDT)2014

    • Author(s)
      H. Nanjo, T. Yoshimi, S. Maeda and T. Nishio
    • Organizer
      NTCIR-11 Workshop Meeting
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2014-12-12
    • Related Report
      2014 Research-status Report
  • [Presentation] 講演音声ドキュメント検索における反復的擬似適合性フィードバックの検討2014

    • Author(s)
      南條浩輝,吉見毅彦
    • Organizer
      日本音響学会2014年秋季研究発表会
    • Place of Presentation
      北海学園大学
    • Year and Date
      2014-09-04
    • Related Report
      2014 Research-status Report
  • [Presentation] Deep Belief Networkを用いた関連語・周辺語からの検索用語の予測

    • Author(s)
      谷河息吹, 馬青, 村田真樹
    • Organizer
      言語処理学会第20回年次大会(NLP2014)
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Stacked Denoising Autoencoderを用いた語義判別

    • Author(s)
      二輪和博, 馬青
    • Organizer
      言語処理学会第20回年次大会(NLP2014)
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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