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Datamining of Software Repository using Personal Sensing Data

Research Project

Project/Area Number 15K00318
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionKanagawa Institute of Technology

Principal Investigator

Matsumoto Kazunori  神奈川工科大学, 情報学部, 教授 (40350673)

Co-Investigator(Kenkyū-buntansha) 大須賀 昭彦  電気通信大学, 大学院情報理工学研究科, 教授 (90393842)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsデータマイニング / 集中度推定 / 視線データ / 個人識別 / ソフトウェア品質 / ソフトウェア文書 / 着色 / 文書可読性 / アイトラッキング / 類似度 / 文書デザイン / 個人認証
Outline of Final Research Achievements

We collect sensing data with sensors attached to the bodies of software engineers. By using this data, we develop a method, based on datamining techniques of time-series data, to estimate the degree of concentration during their work. We also develop a datamining method to estimate degree of comprehension and concentration during work from gaze movement data patterns. Further we develop a method to estimate concentration degree from the situation of mouse and keyboard operations. With these developed methods, it becomes possible to estimate engineers' personal situation at the time of development. We finally develop a software quality management method that uses the personal situation.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (20 results)

All 2018 2017 2016 2015

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (18 results) (of which Int'l Joint Research: 10 results) Book (1 results)

  • [Journal Article] Window Manager Designed for Cloud Services with Function of Drawing Window Frame Edge2016

    • Author(s)
      中澤 舜,鈴木 孝幸,田中 哲雄,松本一教
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 8 Pages: 1237-1245

    • DOI

      10.1541/ieejeiss.136.1237

    • NAID

      130005254606

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] Personal Authentication Method based on Eye-Tracking Data Mining2018

    • Author(s)
      Yu Takahata, Tetsuo Tanaka, and Kazunori Matsumoto
    • Organizer
      23th International Symposium on Artificial Life and Robotics (AROB 23th)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 類似性に基づく視線データの分析2017

    • Author(s)
      高畑 悠,前川凌佑,後藤翔太,松本一教
    • Organizer
      電気学会 情報システム研究会
    • Place of Presentation
      大濱信泉記念館, 石垣市
    • Year and Date
      2017-03-23
    • Related Report
      2016 Research-status Report
  • [Presentation] スマートフォン操作が可能な大画面デジタルカンバンの開発2017

    • Author(s)
      中澤 舜,小松和樹,田中哲雄,松本一教
    • Organizer
      電気学会 情報システム研究会
    • Place of Presentation
      大濱信泉記念館, 石垣市
    • Year and Date
      2017-03-23
    • Related Report
      2016 Research-status Report
  • [Presentation] Development and Application of Monitoring Functions in a Software Development Project Carried Out by Students2017

    • Author(s)
      Shun Nakazawa, Tetsuo Tanaka, and Kazunori Matsumoto
    • Organizer
      Sixth Asian Conference on Information Systems 2017 (ACIS2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 学生の学習行動を可視化する穴埋め式ワークブックにおける基本機能の試作2017

    • Author(s)
      渡辺優太, 中澤 舜, 田中哲雄, 松本一教
    • Organizer
      電気学会情報システム研究会資料,IS-17-053
    • Related Report
      2017 Annual Research Report
  • [Presentation] Development and Evaluation of Large-Screen Digital Kanban with Smartphone Operation2017

    • Author(s)
      Shun Nakazawa, Kazuki Komatsu, Tetsuo Tanaka, and Kazunori Matsumoto
    • Organizer
      Sixth IIAI International Congress on Advanced Applied Informatics (IIAI AAI2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 学生の学習行動を可視化する穴埋め式ワークブックの設計2017

    • Author(s)
      渡辺優太,中澤舜,田中哲雄,松本一教
    • Organizer
      電気学会情報システム研究会資料,IS-17-034
    • Related Report
      2017 Annual Research Report
  • [Presentation] 類似性に基づく視線データの分析2017

    • Author(s)
      高畑 悠, 前川凌佑, 後藤翔太, 松本一教
    • Organizer
      電気学会 情報システム研究会 IS-17-019
    • Related Report
      2017 Annual Research Report
  • [Presentation] Possible Worlds Framework for Decision Making of Intelligent Agents2016

    • Author(s)
      Kazunori Matsumoto, Tetsuo Tanaka, Shigenori Ioroi
    • Organizer
      ACIS 2016
    • Place of Presentation
      Krabi, Thailand
    • Year and Date
      2016-10-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Prototype of Functions for Actual Work Time Measurement and for Task Cost Estimation on the Digital Kanban2016

    • Author(s)
      Shun Nakazawa, Tetsuo Tanaka, Kazunori Matsumoto
    • Organizer
      ACIS 2016
    • Place of Presentation
      Krabi, Thailand
    • Year and Date
      2016-10-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 実働時間計測機能とコスト見積り機能を持つデジタルカンバンの開発と適用2016

    • Author(s)
      中澤 舜, 田中哲雄, 松本一教
    • Organizer
      電気学会 情報システム研究会
    • Place of Presentation
      はこだて未来大学,函館市
    • Year and Date
      2016-08-02
    • Related Report
      2016 Research-status Report
  • [Presentation] 文書の著者推定方式の実装と比較2016

    • Author(s)
      杉村 博, 田中哲雄, 松本一教
    • Organizer
      電気学会 情報システム研究会
    • Place of Presentation
      はこだて未来大学,函館市
    • Year and Date
      2016-08-02
    • Related Report
      2016 Research-status Report
  • [Presentation] Considerations on Web Document Designs2016

    • Author(s)
      Kazunori Matsumoto, Tetsuo Tanaka
    • Organizer
      IIAI AAI 2016
    • Place of Presentation
      熊本市国際センター,熊本市
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
  • [Presentation] Analyzing a Relation between Skill Levels and Eye Tracking Patterns: Towards Effective Learning System that Suggests Weak Points2016

    • Author(s)
      Atsushi SHIMIZU, Keisuke TAKAHASHI, Daisuke YAGI, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      The Twenty-First International Symposium on Artificial Life and Robotics (AROB 2016)
    • Place of Presentation
      B-Con Plaza, Beppu, Oita, Japan
    • Year and Date
      2016-01-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Investigating the Relation of Eye Tracking Patterns and Preferences: Towards a Methodology of Digital Documents2016

    • Author(s)
      Keisuke TAKAHASHI, Atsushi SHIMIZU, Daisuke YAGI, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      The Twenty-First International Symposium on Artificial Life and Robotics (AROB 2016)
    • Place of Presentation
      B-Con Plaza, Beppu, Oita, Japan
    • Year and Date
      2016-01-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Towards Visualization of Software Project using Digital KANBAN Log Analysis2016

    • Author(s)
      Shun NAKAZAWA, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      The Twenty-First International Symposium on Artificial Life and Robotics (AROB 2016)
    • Place of Presentation
      B-Con Plaza, Beppu, Oita, Japan
    • Year and Date
      2016-01-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Prototyping and Trial Experiment of Lecture and Learning Support System that uses Students' History2015

    • Author(s)
      Takayuki SUZUKI, Tomohiro TAKAHASHI, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      The Fourth Asian Conference on Information Systems (ACIS 2015)
    • Place of Presentation
      Penang, Malaysia
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Towards Personal Identification using Eye Tracking Patterns2015

    • Author(s)
      Daisuke YAGI, Takayuki SUZUKI, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      The Fourth Asian Conference on Information Systems (ACIS 2015)
    • Place of Presentation
      Penang, Malaysia
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Book] IT text, 人工知能 第2版2016

    • Author(s)
      松本一教,宮原 哲浩,永井 保夫,市瀬 龍太郎
    • Total Pages
      244
    • Publisher
      オーム社
    • Related Report
      2016 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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