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Spatio-temporal text mining based on real-time information retrieval

Research Project

Project/Area Number 25330363
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Web informatics, Service informatics
Research InstitutionKonan University (2014-2015)
Kobe University (2013)

Principal Investigator

Seki Kazuhiro  甲南大学, 知能情報学部, 准教授 (30444566)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsリアルタイム検索 / 株価動向予測 / 経済指標 / 株価 / ニューラルネットワーク / 深層学習 / マイクロブログ / 情報検索 / 情報抽出 / Twitter / 疑似適合フィードバック / クエリ拡張 / リアルタイム / コンセプト
Outline of Final Research Achievements

This research project first studied realtime information retrieval systems, which consider temporal properties of users' information needs, as a building block of intelligent information systems, and then investigated spatio-temporal text mining. The main outcome of the project is two-fold: one is to devise a realtime microblog retrieval model modeling trends of topics, and the other is the development of a framework to predict short-term stock price movements using recursive neural networks analyzing breaking news headlines.

Report

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

    (35 results)

All 2016 2015 2014 2013 Other

All Journal Article (23 results) (of which Peer Reviewed: 23 results,  Open Access: 4 results,  Acknowledgement Compliant: 13 results) Presentation (12 results)

  • [Journal Article] Leveraging Temporal Properties of News Events for Stock Market Prediction2016

    • Author(s)
      Akira Yoshihara, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Artificial Intelligence Research

      Volume: 5 Pages: 103-110

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Cost-Sensitive Structured Perceptron Incorporating Category Hierarchy for Named Entity Recognition2015

    • Author(s)
      Shohei Higashiyama, Mathieu Blondel, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Journal of Information and Communication Technology

      Volume: 14 Pages: 1-20

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 医療用語資源の語彙拡張と診療情報抽出への応用2015

    • Author(s)
      東山翔平,関和広,上原邦昭
    • Journal Title

      自然言語処理

      Volume: 22 Pages: 77-106

    • NAID

      130005099404

    • Related Report
      2015 Annual Research Report 2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Hypothesis Discovery Exploiting Closed Chains of Relations2015

    • Author(s)
      Kazuhiro Seki
    • Journal Title

      Transactions on Large-Scale Data- and Knowledge-Centered Systems

      Volume: 22 Pages: 145-164

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Detecting Vital Documents Massive Data Streams2015

    • Author(s)
      Shun Kawahara, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Open Journal of Web Technologies

      Volume: 2 Pages: 16-26

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Detecting Vital Documents Using Negative Relevance Feedback in Distributed Realtime Computation Framework2015

    • Author(s)
      Shun Kawahara, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the 2015 Conference of the Pacific Association for Computational Linguistics (PACLING 2015)

      Volume: 593 Pages: 101-108

    • Related Report
      2015 Annual Research Report 2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Cost-Sensitive Structured Perception Incorporating Category Hierarchy for Named Entity Recognition2015

    • Author(s)
      Shohei Higashiyama, Mathieu Blondel, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Journal of Information and Communication Technology

      Volume: 14

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 三段論法的パターンに着目した解釈容易な仮説の生成規則獲得と順位付け2014

    • Author(s)
      関和広,上原邦昭
    • Journal Title

      情報処理学会論文誌

      Volume: 55 Pages: 1428-1437

    • NAID

      110009752453

    • Related Report
      2014 Research-status Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] マイクロブログ文書の選択による適合フィードバックを用いた疑似適合フィードバックの検索性能改善2014

    • Author(s)
      宮西大樹,関和広,上原邦昭
    • Journal Title

      情報処理学会論文誌

      Volume: 55 Pages: 1585-1594

    • NAID

      110009770532

    • Related Report
      2014 Research-status Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] コンセプト追跡を用いたマイクロブログ検索2014

    • Author(s)
      宮西大樹,関和広,上原邦昭
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: 7 Pages: 1-10

    • NAID

      110009799907

    • Related Report
      2014 Research-status Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Cost-Sensitive Approach to Named Entity Recognition with Category Hierarchy2014

    • Author(s)
      Shohei Higashiyama, Mathieu Blondel, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the International Conference on Computer and Information Sciences

      Volume: N/A

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Time-Aware Latent Concept Expansion for Microblog Search2014

    • Author(s)
      Taiki Miyanishi, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the 8th International AAAI Conference on Weblogs and Social Media (ICWSM 2014)

      Volume: N/A Pages: 366-375

    • Related Report
      2014 Research-status Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Predicting the Trend of the Stock Market by Recurrent Deep Neural Networks2014

    • Author(s)
      Akira Yoshihara, Kazuki Fujikawa, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the 13th Pacific Rim International Conference on Artificial Intelligence (PRICAI-2014)

      Volume: N/A Pages: 759-769

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Cost-Sensitive Approach to Named Entity Recognition with Category Hierarchy2014

    • Author(s)
      Shohei Higashiyama, Mathieu Blondel, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the International Conference on Computer and Information Sciences (ICCOINS2014)

      Volume: 1

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Agglomerative Co-Clustering for Synonymous Phrases Based on Common Effects and Influences2013

    • Author(s)
      Koji Kumanami, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the IEEE Big Data 2013 Workshop on Scalable Machine Learning

      Volume: 1 Pages: 87-94

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Supervised Hypothesis Discovery Using Syllogistic Patterns in the Biomedical Literature2013

    • Author(s)
      Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013)

      Volume: 1 Pages: 1663-1669

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Developing ML-based Systems to Extract Medical Information from Japanese Medical History Summaries2013

    • Author(s)
      Shohei Higashiyama, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the First Workshop on Natural Language Processing for Medical and Healthcare Fields

      Volume: 1

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improving Pseudo-Relevance Feedback via Tweet Selection2013

    • Author(s)
      Taiki Miyanishi, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the 22nd ACM International Conference on Information and Knowledge Management (CIKM 2013)

      Volume: 1 Pages: 439-448

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Interactive Disaster Information Search System for Microblog by Minimal User Feedback2013

    • Author(s)
      Sayaka Kitaguchi, Taiki Miyanishi, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Proceedings of the 9th Asia Information Retrieval Societies Conference (AIRS 2013)

      Volume: 1 Pages: 476-487

    • NAID

      120006634808

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] マイクロブログ検索のための時間情報と非時間情報を統合したクエリ拡張2013

    • Author(s)
      宮西大樹,関和広,上原邦昭
    • Journal Title

      情報処理学会論文誌

      Volume: 54 Pages: 1655-1666

    • NAID

      110009579580

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] NegFinder: A Web Service for Identifying Negation Signals and Their Scopes2013

    • Author(s)
      Kazuki Fujikawa, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      IPSJ Transactions on Bioinformatics

      Volume: 6 Pages: 29-34

    • NAID

      130003367006

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Block Coordinate Descent Algorithms for Large-scale Sparse Multiclass Classification2013

    • Author(s)
      Mathieu Blondel, Kazuhiro Seki, and Kuniaki Uehara
    • Journal Title

      Machine Learning

      Volume: 93 Pages: 31-52

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] カテゴリ階層を考慮した構造化パーセプトロンによる固有表現抽出2013

    • Author(s)
      東山翔平,ブロンデルマチュー,関和広,上原邦昭
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用

      Volume: 6 Pages: 43-52

    • NAID

      110009488570

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 関連銘柄同定のための時系列データ類似度尺度の提案2016

    • Author(s)
      小沢育実,関和広
    • Organizer
      情報処理学会第28回全国大会
    • Place of Presentation
      慶応義塾大学矢上キャンパス(神奈川県・横浜市)
    • Year and Date
      2016-03-12
    • Related Report
      2015 Annual Research Report
  • [Presentation] 再帰的ニューラルネットワークによる感情分析モデルを用いた株価動向予測2015

    • Author(s)
      秋田 諒,吉原 輝,関 和広,上原 邦昭
    • Organizer
      第29回人工知能学会全国大会
    • Place of Presentation
      はこだて未来大学(北海道函館市)
    • Year and Date
      2015-05-30 – 2015-06-02
    • Related Report
      2014 Research-status Report
  • [Presentation] 再帰的ニューラルネットワークによる感情分析モデルを用いた株価動向予測2015

    • Author(s)
      秋田諒, 吉原輝, 関和広, 上原邦昭
    • Organizer
      第29回人工知能学会全国大会
    • Place of Presentation
      はこだて未来大学(北海道・函館市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] ニュース記事の時間的特性を考慮した株価動向予測2015

    • Author(s)
      吉原輝,関和広,上原邦昭
    • Organizer
      第102回数理モデル化と問題解決研究発表会
    • Place of Presentation
      島原文化会館(長崎県島原市)
    • Year and Date
      2015-03-03 – 2015-03-04
    • Related Report
      2014 Research-status Report
  • [Presentation] 分散ストリーム処理基盤Stormと言語モデリングによる新情報を含む文書の検出2015

    • Author(s)
      川原 駿,関和広,上原邦昭
    • Organizer
      第7回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      磐梯熱海ホテル華の湯(福島県郡山市)
    • Year and Date
      2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] 言語情報を用いた経済指標の予測と分析2014

    • Author(s)
      藤川和樹,関和広,上原邦昭
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      ひめぎんホール(愛媛県松山市)
    • Year and Date
      2014-05-12 – 2014-05-15
    • Related Report
      2014 Research-status Report
  • [Presentation] 深層学習による経済指標動向推定2014

    • Author(s)
      吉原輝,藤川和樹,関和広,上原邦昭
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      ひめぎんホール(愛媛県松山市)
    • Year and Date
      2014-05-12 – 2014-05-15
    • Related Report
      2014 Research-status Report
  • [Presentation] A Web Service for Identifying Negation Signals and Their Scopes

    • Author(s)
      Kazuki Fujikawa, Kazuhiro Seki, and Kuniaki Uehara
    • Organizer
      情報処理学会研究報告 バイオ情報学(BIO)
    • Place of Presentation
      沖縄
    • Related Report
      2013 Research-status Report
  • [Presentation] マイクロブログ文書の選択による擬似適合フィードバック

    • Author(s)
      宮西大樹,関和広,上原邦昭
    • Organizer
      情報処理学会研究報告 データベース・システム(DBS)
    • Place of Presentation
      北海道
    • Related Report
      2013 Research-status Report
  • [Presentation] コンセプト追跡を用いたマイクロブログ検索

    • Author(s)
      宮西大樹,関和広,上原邦昭
    • Organizer
      第6回Webとデータベースに関するフォーラム(WebDB Forum 2013)
    • Place of Presentation
      京都
    • Related Report
      2013 Research-status Report
  • [Presentation] 言語情報を用いた経済指標の予測と分析

    • Author(s)
      藤川和樹,関和広,上原邦昭
    • Organizer
      第28回人工知能学会全国大会(JSAI2014)
    • Place of Presentation
      愛媛
    • Related Report
      2013 Research-status Report
  • [Presentation] 吉原輝,藤川和樹,関和広,上原邦昭

    • Author(s)
      吉原輝,藤川和樹,関和広,上原邦昭
    • Organizer
      第28回人工知能学会全国大会(JSAI2014)
    • Place of Presentation
      愛媛
    • Related Report
      2013 Research-status Report

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

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