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

Time-series Expression by Graph Integration and Rule mining for Tend Visualization Method

Research Project

Project/Area Number 23760358
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field System engineering
Research InstitutionOsaka Prefecture University

Principal Investigator

SAGA Ryosuke  大阪府立大学, 工学(系)研究科(研究院), 准教授 (10509178)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsシステム情報(知識)処理 / トレンド分析 / 時系列情報可視化 / 情報可視化 / 情報システム / 知識処理 / 可視化 / テキストマイニング / 時系列分析 / データマイニング / 逐次確率比検定 / アソシエーションルール / 因果関係分析
Research Abstract

This research is information visualization for time-series data. FACT-Graph has been developed for visualizing both trend visualization and relationships between data. However, there are problems that the visualization results don't express the trend change or the meanings of relationships clearly. Therefore, we propose the method to extract graphs from the separated time-series data and integrate each graph into one graph, and to attach meanings to the relationships.
As results of this research, we reported time-series visualization method by structural change point, proposal of 3 types graph integration methods, and network visualization with consideration of direction and so on

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (33 results)

All 2014 2013 2012 2011 Other

All Journal Article (15 results) (of which Peer Reviewed: 14 results) Presentation (18 results)

  • [Journal Article] Relearning Process for SPRT in Structural Change Detection of Time-Series Data2014

    • Author(s)
      Ryosuke Saga, Naoki Kaisaku, Hiroshi Tsuji
    • Journal Title

      Annals of Information Systems, Special Issue on Real World Data Mining Applications

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improved Keyword Extraction by Separation into Multiple Document Sets According to Time Series2013

    • Author(s)
      Ryosuke Saga, Hiroshi Tsuji
    • Journal Title

      Communications in Computer and Information Science

      Volume: 374 Pages: 450-453

    • DOI

      10.1007/978-3-642-39476-8_91

    • ISBN
      9783642394751, 9783642394768
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Visualization analysis of e-commerce site from web access log by FACT-Graph and sequential probability ratio test2013

    • Author(s)
      Ryosuke Saga, Mauricio Letelier, Naoki Kaisaku, Yukihiro Takayama, Hiroshi Tsuji
    • Volume
      Vol. 17, No. 2
    • Pages
      145-155
    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 4. Visualization analysis of e-commerce site from web access log by FACT-Graph and Sequential Probability Rratio Test2013

    • Author(s)
      Ryosuke Saga, Mauricio Letelier, Naoki Kaisaku, Yukihiro Takayama, Hiroshi Tsuji
    • Journal Title

      KES Journal

      Volume: 17 Issue: 2 Pages: 145-155

    • DOI

      10.3233/kes-130259

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of Factor Model with Text Information Based on Factor Model Construction Process2013

    • Author(s)
      Ryosuke Saga, Tetsuya Fujita, Kodai Kitami, Kazunori Matsumoto
    • Journal Title

      Frontiers in Artificial Intelligence and Applications

      Volume: 254 Pages: 222-230

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Comparison Analysis for Text Data by Integrating Two FACT-Graphs, Intelligent Interactive Multimedia2012

    • Author(s)
      Ryosuke Saga, Hiroshi Tsuji
    • Journal Title

      Systems and Services Smart Innovation, Systems and Technologies

      Volume: Vol. 14 Pages: 143-151

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Knowledge Discovery in Web Access Log of E-commerce Site with FACT-Graph and Sequential Probability Ratio Test2012

    • Author(s)
      Ryosuke Saga, Mauricio Letelier, Naoki Kaisaku, Yukihiro Takayama, and Hiroshi Tsuji
    • Journal Title

      Advances in Knowledge-Based and Intelligent Information and Engineering Systems

      Volume: Vol. 243 Pages: 2080-2089

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Comparison Analysis for Text Data by Integrating Two FACT-Graphs2012

    • Author(s)
      R. Saga and H. Tsuji
    • Journal Title

      Intelligent Interactive Multimedia: Systems and Services Smart Innovation, Systems and Technologies

      Volume: 14 Pages: 143-151

    • DOI

      10.1007/978-3-642-29934-6_14

    • ISBN
      9783642299339, 9783642299346
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Comparison Analysis for Text Data by Using FACT-Graph2011

    • Author(s)
      Ryosuke Saga, Seiko Takamizawa, Kodai Kitami, Hiroshi Tsuji and Kazunori Matsumoto
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6772 Pages: 75-83

    • DOI

      10.1007/978-3-642-21669-5_10

    • ISBN
      9783642216688, 9783642216695
    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Verification of Centrality to Extract Proper Factors in Model Construction Process by Using Creativity Technique2011

    • Author(s)
      Kodai Kitami, Ryosuke Saga and Kazunori Matsumoto
    • Journal Title

      Communications in Computer and Information Science

      Volume: 173 Pages: 43-47

    • DOI

      10.1007/978-3-642-22098-2_9

    • ISBN
      9783642220975, 9783642220982
    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Comparison Analysis of Video Game Purchase Factors between Japanese and American Consumers2011

    • Author(s)
      Kodai Kitami, Ryosuke Saga and Kazunori Matsumoto
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6883 Pages: 285-294

    • DOI

      10.1007/978-3-642-23854-3_30

    • ISBN
      9783642238536, 9783642238543
    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] FACT-Graph in Web Log Data2011

    • Author(s)
      Ryosuke Saga, Takao Miyamoto, Hiroshi Tsuji and Kazunori Matsumoto
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6884 Pages: 271-279

    • DOI

      10.1007/978-3-642-23866-6_29

    • ISBN
      9783642238659, 9783642238666
    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Visualized Preference Transition Network Based on Recency and Frequency2011

    • Author(s)
      Farid Masruri, Hiroshi Tsuji and Ryosuke Saga
    • Journal Title

      Industrial Engineering & Management Systems

      Volume: 10 Pages: 238-246

    • Related Report
      2011 Research-status Report
  • [Journal Article] Relearning Process for SPRT in Structural Change Detection of Time-Series Data

    • Author(s)
      Ryosuke Saga, Naoki Kaisaku, and Hiroshi Tsuji
    • Journal Title

      Annals of Information Systems

      Volume: (To Appear)

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of Factor Model with Text Information Based on Factor Model Construction Process

    • Author(s)
      Ryosuke Saga, Tetsuya Fujita, Kodai Kitami, Kazunori Matsumoto
    • Journal Title

      Intelligent Interactive Multimedia Systems and Services

      Volume: Vol. 254 Pages: 222-230

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Presentation] Finding Division Points for Time-Series Corpus Based on Topic Change2014

    • Author(s)
      Hiroshi Kobayashi, Ryosuke Saga
    • Organizer
      16^<th> International Conference on Human-Computer Interaction
    • Place of Presentation
      Crete, Greece
    • Related Report
      2013 Final Research Report
  • [Presentation] 時系列構造変化点検出のためのSPRTにおける重回帰モデルの再学習方法2014

    • Author(s)
      開作直樹,佐賀亮介
    • Organizer
      平成26年電気学会全国大会
    • Place of Presentation
      愛媛県松山市
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 時系列データのキーワード抽出とその評価手法の提案2014

    • Author(s)
      小林寛史,佐賀亮介
    • Organizer
      平成26年電気学会全国大会
    • Place of Presentation
      愛媛県松山市
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Measurement Evaluation of Keyword Extraction Based on Topic Coverage2014

    • Author(s)
      Ryosuke Saga, Hiroshi Kobayashi, Takao Miyamoto, Hiroshi Tsuji
    • Organizer
      16th International Conference on Human-Computer Interaction
    • Place of Presentation
      Crete, Greece
    • Related Report
      2013 Annual Research Report
  • [Presentation] Finding Division Points for Time-Series Corpus Based on Topic Changes2014

    • Author(s)
      Hiroshi Kobayashi, Ryosuke Saga
    • Organizer
      16th International Conference on Human-Computer Interaction
    • Place of Presentation
      Crete, Greece
    • Related Report
      2013 Annual Research Report
  • [Presentation] Integration of Path Models for Structure Equation Modeling by Use of Union Operation for Merging Multiple Viewpoints2013

    • Author(s)
      Ryosuke Saga and Rikuto Kunimoto
    • Organizer
      2013 International Symposium on Computational and Business Intelligence
    • Place of Presentation
      New Delhi, India
    • Related Report
      2013 Final Research Report
  • [Presentation] Path Model Integration Method for Structure Equation Modeling by OR and Probability Concepts2013

    • Author(s)
      Rikuto Kunimoto and Ryosuke Saga
    • Organizer
      IEEE SMC 2013
    • Place of Presentation
      Manchester, UK
    • Related Report
      2013 Final Research Report
  • [Presentation] Detecting Outlier in Graph Structure Data Using Centrality2013

    • Author(s)
      Yukihiro Takayama, Ryosuke Saga, Takao Miyamoto
    • Organizer
      Asian Conference on Information Systems 2013
    • Place of Presentation
      Phuket, Thailand.
    • Related Report
      2013 Final Research Report
  • [Presentation] 日中カスタマーレビューに基づいたブランド認知の差異発見2013

    • Author(s)
      恵明,佐賀亮介,辻洋
    • Organizer
      平成25年電気学会情報システム研究会
    • Place of Presentation
      福岡県福岡市
    • Related Report
      2013 Final Research Report
  • [Presentation] Integration of Path Models for Structural Equation Modeling by Use of Union Operation for Merging Multiple Viewpoints2013

    • Author(s)
      Ryosuke Saga, Rikuto Kunimoto
    • Organizer
      2013 International Symposium on Computational and Business Intelligence
    • Place of Presentation
      New Delhi, India
    • Related Report
      2013 Annual Research Report
  • [Presentation] Path Model Integration Method for Structural Equation Modeling by OR and Probability Concepts2013

    • Author(s)
      Rikuto Kunimoto, Ryosuke Saga
    • Organizer
      IEEE International Conference Systems, Man, and Cybernetics (SMC) 2013
    • Place of Presentation
      Manchester, UK
    • Related Report
      2013 Annual Research Report
  • [Presentation] Detecting Outlier in Graph Structure Data Using Centrality2013

    • Author(s)
      Yukihiro, Takayama, Ryosuke Saga, Takao Miyamoto
    • Organizer
      Asian Conference on Information Systems 2013
    • Place of Presentation
      Phuket, Thailand
    • Related Report
      2013 Annual Research Report
  • [Presentation] 日中カスタマーレビューに基づいたブランド認知の差異発見2013

    • Author(s)
      恵明, 佐賀亮介, 辻洋
    • Organizer
      平成25年電気学会 情報システム研究会
    • Place of Presentation
      福岡県福岡市
    • Related Report
      2013 Annual Research Report
  • [Presentation] Improved keyword extraction by separation into multiple document sets according to time series2013

    • Author(s)
      R. Saga and H. Tsuji
    • Organizer
      International Conference on Human Computer Interaction
    • Place of Presentation
      Las Vegas, United States of America
    • Related Report
      2012 Research-status Report
  • [Presentation] Proposal of Directed FACT-Graph Based on Association Rule2012

    • Author(s)
      Ryosuke Saga
    • Organizer
      The first Asian conference on Information Systems
    • Place of Presentation
      Siem Reap, Cambodia
    • Related Report
      2013 Final Research Report
  • [Presentation] Knowledge Discovery in Web Access Log of E-commerce Site with FACT-Graph and Sequential Probability Ratio Test2012

    • Author(s)
      R. Saga, M. Letelier, N. Kaisaku, Y. Takayama and H. Tsuji
    • Organizer
      Advances in Knowledge-Based and Intelligent Information and Engineering Systems
    • Place of Presentation
      San Sebastian, Spain
    • Related Report
      2012 Research-status Report
  • [Presentation] Proposal of Directed FACT-Graph Based on Association Rule2012

    • Author(s)
      R. Saga
    • Organizer
      The First Asian Conference on Information Systems
    • Place of Presentation
      Siem Reap, Cambodia
    • Related Report
      2012 Research-status Report
  • [Presentation] Integrating FACT-Graph For Comparison Analysis Based on TF-IDF Weight2012

    • Author(s)
      Ryosuke Saga and Hiroshi Tsuji
    • Organizer
      IADIS International Conference Information Systems 2012
    • Place of Presentation
      Berlin
    • Related Report
      2011 Research-status Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi