• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Development of the method of extracting causal expressions from Japanese financial articles concerning business performance and analyzing them for supporting decision on investment

Research Project

Project/Area Number 21700158
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionToyohashi University of Technology

Principal Investigator

SAKAI Hiroyuki  豊橋技術科学大学, 大学院・工学研究科, 助教 (70402659)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsテキストマイニング / 情報抽出 / 業績要因抽出 / 投資判断支援 / 技術動向予測 / 重要度付与 / 製品・部門情報抽出 / 製品特徴情報抽出 / 極性付与 / 根拠表現抽出 / 景気予測
Research Abstract

We have developed a method of extracting causal expressions from Japanese financial articles concerning business performance of companies and assigning importance to them automatically. Causal expressions assigned importance are useful for investors in selecting companies to invest, business prediction, and technology-trends prediction. Our method automatically extracted causal information as a form of causal expression by using statistical information and initial clue expressions. We extracted keywords from Web sites of the companies and improved the previous method by using them. Moreover, our method automatically determined the most important causal expression by using these keywords extracted from Web sites of the companies.
We evaluated our method and it attained 77. 3% accuracy and the experimental results showed that our method outperforms Lead(s2) method which determines the sentence which appears in the 2nd in an article concerning business performance of companies as the most important causal expression and Lead(ce) method which determines a causal expression first extracted from an article concerning business performance of companies as the most important causal expression.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (43 results)

All 2012 2011 2010 2009 Other

All Journal Article (14 results) (of which Peer Reviewed: 14 results) Presentation (28 results) Remarks (1 results)

  • [Journal Article] 経済新聞記事から抽出した景気動向を示す根拠表現への極性付与手法の提案2011

    • Author(s)
      谷口将太, 坂地泰紀, 酒井浩之, 増山繁
    • Journal Title

      電子情報通信学会論文誌D

      Volume: J94-D, No.6, 6 Pages: 1039-1043

    • NAID

      110008661397

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 経済新聞記事から抽出した景気動向を示す根拠表現への極性付与手法の提案2011

    • Author(s)
      谷口将, 太坂地泰紀, 酒井浩之, 増山繁
    • Journal Title

      電子情報通信学会論文誌D

      Volume: J94-D,No.6 Pages: 1039-1043

    • NAID

      110008661397

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cross-Bootstrapping :特許文書からの課題・効果表現対の自動抽出手法2010

    • Author(s)
      坂地泰紀, 野中尋史, 酒井浩之, 増山繁
    • Journal Title

      電子情報通信学会論文誌D

      Volume: J93-D, no.6 Pages: 742-755

    • NAID

      110007618349

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Web掲示板からの質問・回答対応の自動抽出2010

    • Author(s)
      鈴木佑輔, 横田隼, 酒井浩之, 増山繁
    • Journal Title

      人工知能学会論文誌

      Volume: vol.25, no1 Pages: 168-173

    • NAID

      130000151247

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Cross-Bootstrapping:特許文書からの課題・効果表現対の自動抽出手法2010

    • Author(s)
      坂地泰紀
    • Journal Title

      電子情報通信学会論文誌D

      Volume: J93-D, no.6 Pages: 742-755

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Web掲示板からの質問・回答対応の自動抽出2010

    • Author(s)
      鈴木佑輔
    • Journal Title

      人工知能学会論文誌 vol.25,no.1

      Pages: 168-173

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Assigning Polarity to Causal Information in Financial Articles on Business Performance of Companies, IEICE Trans2009

    • Author(s)
      Hiroyuki Sakai, Shigeru Masuyama
    • Journal Title

      Information and Systems

      Volume: Vol.E92-D, no.12 Pages: 2341-2350

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 特許明細書からの技術課題情報の抽出2009

    • Author(s)
      酒井浩之, 野中尋史, 増山繁
    • Journal Title

      人工知能学会論文誌

      Volume: vol.24, no.6 Pages: 531-540

    • NAID

      130000137838

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Development of an automatic ecotechnology patent search method using text mining2009

    • Author(s)
      Hirofumi Nonaka, Hiroyuki Sakai, Shigeru Masuyama, Masazumi Ao, Yutaka Hada
    • Journal Title

      Journalof ecotechnology research

      Volume: vol.15 Pages: 23-26

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] テキストマイニングを用いた判例文書の分類および情報抽出2009

    • Author(s)
      野中尋史, 酒井浩之, 増山繁
    • Journal Title

      情報ネットワークローレビュー

      Volume: Vol.8 Pages: 74-85

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Assigning Polarity to Causal Information in Financial Articles on Business Performance of Companies2009

    • Author(s)
      Hiroyuki Sakai
    • Journal Title

      IEICE Trans. Information and Systems vol.E92-D,no.12

      Pages: 2341-2350

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 特許明細書からの技術課題情報の抽出2009

    • Author(s)
      酒井浩之
    • Journal Title

      人工知能学会論文誌 vol.24,no.6

      Pages: 531-540

    • NAID

      130000137838

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of an automatic ecotechnology patent search method using text mining2009

    • Author(s)
      Hirofumi Nonaka
    • Journal Title

      Journal of Ecotechnology Research Vol.15

      Pages: 23-26

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] テキストマイニングを用いた判例文書の分類および情報抽出2009

    • Author(s)
      野中尋史
    • Journal Title

      情報ネットワークローレビュー vol.8

      Pages: 74-85

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 技術-効果型パテントマップに基づくシーズ知的探索システムの開発2012

    • Author(s)
      太田貴久,鶴田雅信,野中尋史,山本悠二,酒井浩之,増山繁
    • Organizer
      言語処理学会第18回年次大会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-03-15
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] パテントマップ生成のための特許明細書中の技術構成要素候補の修飾必要性判定手法2011

    • Author(s)
      谷口将太,野中尋史,酒井浩之,増山繁
    • Organizer
      WiNF2011
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-11-26
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 企業業績発表記事を対象としたテキストマイニング2011

    • Author(s)
      酒井浩之,増山繁
    • Organizer
      第54回自動制御連合講演会
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-11-19
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 手がかり表現自動獲得による製品発表プレスリリースからの製品特徴の抽出2011

    • Author(s)
      酒井浩之,増山繁
    • Organizer
      言語処理学会第17回年次大会
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-03-09
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] 製品情報のプレスリリースとその製品特徴に関連した特許文書との対応付け2011

    • Author(s)
      藤村真太郎,野中尋史,酒井浩之,増山繁
    • Organizer
      言語処理学会第17回年次大会
    • Place of Presentation
      豊橋技術科学大学
    • Year and Date
      2011-03-08
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] Extraction of the effect and the technology terms from a patent document2010

    • Author(s)
      Hirofumi Nonaka
    • Organizer
      The 40th International Conference on Computers & Industrial Engineering
    • Place of Presentation
      Awaji Island (Japan)
    • Year and Date
      2010-07-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] An Automatic Thesaurus Construction Method for Technological Terms in Patent Map2010

    • Author(s)
      Akio Kobayashi, Hirofumi Nonaka, Shigeru Masuyama, Hiroyuki Sakai
    • Organizer
      The 40th International Conference on Computers & Industrial Engineering
    • Place of Presentation
      Awaji Island, Japan
    • Year and Date
      2010-07-26
    • Related Report
      2011 Final Research Report
  • [Presentation] Extraction of the effect and thetechnology terms from a patent document2010

    • Author(s)
      Hirofumi Nonaka, Akio Kobayashi, Hiroki Sakaji, Yusuke Suzuki, Hiroyuki Sakai, Shigeru Masuyama
    • Organizer
      The 40th International Conference on Computers & Industrial Engineering
    • Place of Presentation
      Awaji Island, Japan
    • Year and Date
      2010-07-26
    • Related Report
      2011 Final Research Report
  • [Presentation] An Automatic Thesaurus Construction Method for Technological Terms in Patent Maps2010

    • Author(s)
      Akio Kobayashi
    • Organizer
      The 40th International Conference on Computers & Industrial Engineering
    • Place of Presentation
      Awaji Island (Japan)
    • Year and Date
      2010-07-26
    • Related Report
      2010 Annual Research Report
  • [Presentation] 新聞記事中の文が因果関係を含むか否かの判定2010

    • Author(s)
      坂地泰紀,増山繁,酒井浩之
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      東北大学
    • Year and Date
      2010-07-23
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] Extracting EFFECT Expressions Form Patent Documents2010

    • Author(s)
      Hirofumi Nonaka, Yusuke Suzuki, Hiroki Sakaji, Hiroyuki Sakai, Shigeru Masuyama
    • Organizer
      The 25th International Technical Conference of Circuits/Systems, Computers andCommunications(ITC-CSCC 2010)
    • Place of Presentation
      Pattaya, Thailand
    • Year and Date
      2010-07-07
    • Related Report
      2011 Final Research Report
  • [Presentation] Clustering via Online Passive-Aggressive Algorithm2010

    • Author(s)
      Yuji Yamamoto, Shigeru Masuyama, Hiroyuki Sakai
    • Organizer
      The 25th International Technical Conference of Circuits/Systems, Computersand Communications(ITC-CSCC 2010)
    • Place of Presentation
      Pattaya, Thailand
    • Year and Date
      2010-07-07
    • Related Report
      2011 Final Research Report
  • [Presentation] Clustering via Online Passive-Aggressive Algorithm2010

    • Author(s)
      Yuji Yamamoto
    • Organizer
      ITC-CSCC 2010
    • Place of Presentation
      Pattaya (Thailand)
    • Year and Date
      2010-07-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Extracting EFFECT Expressions Form Patent Documents2010

    • Author(s)
      Hirofumi Nonaka
    • Organizer
      ITC-CSCC 2010
    • Place of Presentation
      Pattaya (Thailand)
    • Year and Date
      2010-07-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Extraction of Technology Terms from Patent Specifications for Technology-Effect Type Patent Map Generation2010

    • Author(s)
      Yusuke Suzuki, Hirofumi Nonaka, Akio Kobayashi, Hiroyuki Sakai, Shigeru Masuyama
    • Organizer
      The 25th International Technical Conference of Circuits/Systems, Computers and Communications(ITC-CSCC2010)
    • Place of Presentation
      Pattaya, Thailand
    • Year and Date
      2010-07-06
    • Related Report
      2011 Final Research Report
  • [Presentation] Extraction of Technology Terms from Patent Specifications for Technology-Effect Type Patent Map Generation2010

    • Author(s)
      Yusuke Suzuki
    • Organizer
      ITC-CSCC 2010
    • Place of Presentation
      Pattaya (Thailand)
    • Year and Date
      2010-07-06
    • Related Report
      2010 Annual Research Report
  • [Presentation] 効果-技術型パテントマップ作成を目的とした特許明細書中からの効果語及び技術語の自動抽出と意味的統合2010

    • Author(s)
      野中尋史,小林暁雄,坂地泰紀,鈴木佑輔,酒井浩之,増山繁
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎ブリックホール
    • Year and Date
      2010-06-11
    • Related Report
      2011 Final Research Report
  • [Presentation] 製品・部門情報の企業業績要因表現からの抽出2010

    • Author(s)
      西崎海人,酒井浩之,増山繁
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎ブリックホール
    • Year and Date
      2010-06-11
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] 効果一技術型パテントマップ作成を目的とした特許明細書中からの効果語及び技術語の自動抽出と意味的統合2010

    • Author(s)
      野中尋史
    • Organizer
      第24回人工知能学会全国大会
    • Place of Presentation
      長崎ブリックホール
    • Year and Date
      2010-06-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] 文中の接続助詞「が」に着目した翻訳単位間の意味関係の推定2010

    • Author(s)
      酒井浩之,松原茂樹,増山繁,稲垣康善
    • Organizer
      言語処理学会第16回年次大会
    • Place of Presentation
      東京大学(本郷キャンパス)
    • Year and Date
      2010-03-11
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] 新聞記事の企業業績発表記事からの製品・部門情報の抽出2010

    • Author(s)
      西崎海人,酒井浩之,増山繁
    • Organizer
      言語処理学会第16回年次大会
    • Place of Presentation
      東京大学(本郷キャンパス)
    • Year and Date
      2010-03-11
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] レビュー記事からの評判情報抽出の一手法の提案2010

    • Author(s)
      梅村真史,酒井浩之,増山繁
    • Organizer
      言語処理学会第16回年次大会
    • Place of Presentation
      東京大学(本郷キャンパス)
    • Year and Date
      2010-03-09
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] 経済新聞記事から抽出した景気動向を示す根拠表現への極性付与手法の提案2010

    • Author(s)
      谷口将太,坂地泰紀,酒井浩之,増山繁
    • Organizer
      言語処理学会第16回年次大会
    • Place of Presentation
      東京大学(本郷キャンパス)
    • Year and Date
      2010-03-09
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] 統計情報を使用したWeb掲示板からの製品評判情報の抽出2009

    • Author(s)
      梅村真史、酒井浩之、増山繁
    • Organizer
      WiNF2009(第7回情報学ワークショップ)
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2009-11-27
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] 特許文書からのブートストラップ手法を用いた課題・効果表現対の抽出2009

    • Author(s)
      坂地泰紀,野中尋史,酒井浩之,増山繁
    • Organizer
      情報処理学会研究報告(2009-NL-192)
    • Place of Presentation
      北見工業大学
    • Year and Date
      2009-07-23
    • Related Report
      2011 Final Research Report
  • [Presentation] 特許文書からのブートストラップ手法を用いた課題・効果表現対の抽出2009

    • Author(s)
      坂地泰紀
    • Organizer
      情報処理学会研究報告,vol,2009-NL192
    • Place of Presentation
      北見工業大学
    • Year and Date
      2009-07-23
    • Related Report
      2009 Annual Research Report
  • [Presentation] 企業業績要因文の経常的か否かに基づく分類とイベントスタディ法に基づく分析2009

    • Author(s)
      藤村真太郎,酒井浩之,増山繁
    • Organizer
      第23回人工知能学会全国大会
    • Place of Presentation
      サンポートホール高松
    • Year and Date
      2009-06-19
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Presentation] 特許明細書からの出願目的・技術課題情報の抽出2009

    • Author(s)
      酒井浩之,野中尋史,増山繁
    • Organizer
      第23回人工知能学会全国大会
    • Place of Presentation
      サンポートホール高松
    • Year and Date
      2009-06-17
    • Related Report
      2011 Final Research Report 2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.la.cs.tut.ac.jp/~sakai/

    • Related Report
      2011 Final Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi