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Modeling of Data Integration and Datamining with Ambiguity

Research Project

Project/Area Number 24500182
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) OHSUGA Akihiko  電気通信大学, 大学院情報システム学研究科, 教授 (90393842)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsデータマイニング / データ融合 / 多重世界 / 優先度 / センサーデータ / 視線データ / 可能世界 / 選好順序 / 時系列データ / 潜在的状況 / レスポンス時間 / 相関ルールマイニング / データフュージョン
Outline of Final Research Achievements

This study develops effective methods to prepare useful databases for datamining. It is in general not sufficient to use a database from a single source. We develop three types of methods that depend on different viewpoints. First, we assume a set of background knowledge is attached to the original database. Then a developed method automatically discovers useful data using the Web search, and attaches it to the database. Second, we develop a method to integrate multiple sources of databases into the one of a single source. The point here is to maintain many possibilities of the integration. Third, we develop an automatic acquisition of data with which we estimate the degree of reliability for the original database. These three types of methods and new datamining algorithms with them are implemented, and then the effectiveness is verified through experiments.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (19 results)

All 2015 2014 2013 2012

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (16 results) Book (1 results)

  • [Journal Article] Web 情報からの自動タギングのデータマイニングへの 利用2012

    • Author(s)
      杉村 博 , 松本 一教
    • Journal Title

      電気学会論文誌. C, 電子・情報・システム部門誌

      Volume: 132 Pages: 623-624

    • NAID

      10030530182

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] アノテーション付き時系列データからの知識発見シス テムの開発2012

    • Author(s)
      杉村 博 , 松本 一教
    • Journal Title

      電気学会論文誌. C, 電子・情報・システム部門誌

      Volume: 132 Pages: 592-597

    • NAID

      10030530120

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Towards Automatic Evaluation of Program Understanding Degree using Eye Tracking Patterns2015

    • Author(s)
      Hiroto HOSHINO, Daisuke YAGI, Kazunori MATSUMOTO
    • Organizer
      30th International Conference on Computers and Their Applications 2015 (CATA 2015)
    • Place of Presentation
      Honolulu, Hawaii, USA
    • Year and Date
      2015-03-09 – 2015-03-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] Fundamental Study on Effective Design of Digital Documents2014

    • Author(s)
      Daisuke YAGI, Hiroto HOSHINO, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      Asian Conference on Information Systems 2015 (ASIS 2015)
    • Place of Presentation
      Nha Trang, Viet Nam
    • Year and Date
      2014-12-01 – 2014-12-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 視線データを用いた文章強調の効果分析2014

    • Author(s)
      八木大介,松本一教
    • Organizer
      人工知能学会知識流通ネットワーク研究会SIG-KSN-015-03
    • Place of Presentation
      名古屋大学,愛知県,名古屋市
    • Year and Date
      2014-09-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Towards Software Evolution for Embedded Systems Based on MAPE Loop Encapsulation2014

    • Author(s)
      Hiroyuki NAKAGAWA, Takumitsu KUDO, Yuichi SEI, Yasuyuki TAHARA, Akihiko OHSUGA
    • Organizer
      IEEE 8th International Conference on Self-Adaptive and Self-Organizing Systems (SASO 2014)
    • Place of Presentation
      London, UK
    • Year and Date
      2014-09-08 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Randomized Addition of Sensitive Attributes for l-diversity2014

    • Author(s)
      Yuichi SEI and Akihiko OHSUGA
    • Organizer
      11th International Conference on Security and Cryptography (SECRYPT 2014)
    • Place of Presentation
      Vienna,Austria
    • Year and Date
      2014-08-28 – 2014-08-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] 視線移動パターンデータの文書理解への応用2014

    • Author(s)
      星野寛登,杉村博,松本一教
    • Organizer
      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 Annual Research Report
  • [Presentation] Building Open HEMS Lifelog over Social Networking Service with Sensor Data2014

    • Author(s)
      Hiroshi SUGIMURA, Masao ISSIKI, Takeaki MORI, Kazunori MATSUMOTO
    • Organizer
      7th IADIS International Conference on Information Systems 2014
    • Place of Presentation
      Madrid, Spain
    • Related Report
      2013 Research-status Report
  • [Presentation] センサーデータからの人間の行動推定2013

    • Author(s)
      植田智明,杉村 博,松本一教,一色 正男
    • Organizer
      人工知能学会 全国大会
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Research-status Report
  • [Presentation] スマートフォンによる行動推定を用いるライフログシステム設計2013

    • Author(s)
      植田智明,杉村 博,松本一教
    • Organizer
      電気学会 情報システム研究会
    • Place of Presentation
      広島工業大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Estimating Degree of Concentration through Activity Recognition: Use in a Classroom with SNS2013

    • Author(s)
      Tomoaki UEDA, Hiroshi SUGIMURA, Tetsuo TANAKA, Kazunori MATSUMOTO
    • Organizer
      The Second Asian Conference on Information Systems
    • Place of Presentation
      Phuket, Thailand
    • Related Report
      2013 Research-status Report
  • [Presentation] Cooperative Datamining with Numerical TIme-Series and Textual Data2013

    • Author(s)
      Kazunori MATSUMOTO, Hiroshi SUGIMURA
    • Organizer
      International Conference on Computers and Their Applications (CATA 2013)
    • Place of Presentation
      Honolulu, Hawaii, U.S.A
    • Related Report
      2012 Research-status Report
  • [Presentation] Intelligent Classroom Information System using Sensing Data and Personal Records2013

    • Author(s)
      Masaki FUJISAWA, Hiroshi SUGIMURA, Hiroto HOSHINO, Kazunori MATSUMOTO
    • Organizer
      IADIS International Conference Information Systems (IS 2013)
    • Place of Presentation
      Lisbon, Portugal
    • Related Report
      2012 Research-status Report
  • [Presentation] Time-Series Datamining System with Annotated Information2013

    • Author(s)
      Hiroto HOSHINO, Hiroshi SUGIMURA, Kazunori MATSUMOTO
    • Organizer
      IADIS International Conference Information Systems (IS 2013)
    • Place of Presentation
      Lisbon, Portugal
    • Related Report
      2012 Research-status Report
  • [Presentation] 背景知識を利用したデータマイニング2012

    • Author(s)
      杉村博,松本一教
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      山口市 山口県教育会館
    • Related Report
      2012 Research-status Report
  • [Presentation] 時系列データマイニングによる行動推定技術の開発2012

    • Author(s)
      杉村 博, 高見澤聖子, 松本一教
    • Organizer
      電気学会 情報システム研究会
    • Place of Presentation
      函館市 はこだて未来大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Towards Authoship Detection based on Datamining2012

    • Author(s)
      Seiko TAKAMIZAWA, Hiroshi SUGIMURA, Masaki FUJISAWA, Kazunori MATSUMOTO
    • Organizer
      Asian Conference on Information Systems (ACIS 2012)
    • Place of Presentation
      Siem Reap, Cambodia
    • Related Report
      2012 Research-status Report
  • [Book] やさしい確率・情報・データマイニング 第2版2013

    • Author(s)
      月本 洋, 松本 一教
    • Total Pages
      167
    • Publisher
      森北出版
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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