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Education Program for Data Mining incorporating feedback process

Research Project

Project/Area Number 25350343
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Educational technology
Research InstitutionOsaka Prefecture University

Principal Investigator

MORITA HIROYUKI  大阪府立大学, 人間社会システム科学研究科, 教授 (80295732)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
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データマイニング / 教育 / フィードバックプロセス / 問題解決能力
Outline of Final Research Achievements

As many people require business applications for Big-data, human resources who can perform data-mining enough, are needed. In order to develop such human resources, we have to provide practical data-mining education program. In the educational program, we should teach a lot of knowledge. They include several data-mining algorithms and another knowledge such as marketing. And we should handle total data-mining processes using such knowledge.
This study proposes an educational program for practical data-mining. In the program, a method to evaluate capabilities of students, is proposed, and data which are collected by the method are analyzed.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (18 results)

All 2017 2016 2015 2014 2013

All Journal Article (6 results) (of which Open Access: 3 results,  Acknowledgement Compliant: 4 results,  Peer Reviewed: 4 results) Presentation (12 results) (of which Int'l Joint Research: 4 results)

  • [Journal Article] 共進化的アプローチに基づく”らしさ”の数値化に関する研究2016

    • Author(s)
      白井康之、森田裕之、Stephane Cheung, 中元政一、高嶋宏之
    • Journal Title

      オペレーションズ・リサーチ

      Volume: 61

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 実践的なデータマイニング教育と学生の獲得能力に関する研究2015

    • Author(s)
      森田裕之
    • Journal Title

      日本情報経営学会誌

      Volume: 36

    • Related Report
      2015 Research-status Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] 商品分類と定価推定に関する商品特性 の分析方法2015

    • Author(s)
      中元政一, 高嶋宏之, Stephane Cheung, 白井康之, 森田裕之
    • Journal Title

      経営システム

      Volume: 25 Pages: 164-170

    • Related Report
      2015 Research-status Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Analysis Using Popularity Awareness Index, Recency Index and Purchase Diversity in Group Buying2014

    • Author(s)
      Yasuyuki Shirai, Hiroyuki Morita, Masakazu Nakamoto, Satoshi Oyama
    • Journal Title

      Advances in Data Mining. Applications and Theoretical Aspects Lecture Notes in Computer Science Volume 8557

      Volume: 8557 Pages: 100-114

    • DOI

      10.1007/978-3-319-08976-8_8

    • NAID

      120006219991

    • ISBN
      9783319089751, 9783319089768
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Classification Model Using Contrast Patterns and GRASP2014

    • Author(s)
      Hiroyuki MORITA and Arthur Maheo
    • Journal Title

      Journal of Information Assurance and Security

      Volume: 9 Pages: 235-243

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 人気感度と先行ポイントを利用した顧客セグメント化とその応用2014

    • Author(s)
      白井康之,森田裕之,中元政一,小山 聡
    • Journal Title

      オペレーションズ・リサーチ

      Volume: 59巻 2号 Pages: 88-95

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Study on a model that identifies moving direction using BLE Devices2017

    • Author(s)
      Mizuki Sakai, Hiroyuki Morita
    • Organizer
      6th International Conference on Social Sciences, Business, Technology and Management
    • Place of Presentation
      Seoul, South Korea
    • Year and Date
      2017-03-18
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Forecasting Web Page Views Using Contrast Patterns in Fashion Coordinate Data2017

    • Author(s)
      Riko Kunimoto, Hiroyuki Morita
    • Organizer
      6th International Conference on Social Sciences, Business, Technology and Management
    • Place of Presentation
      Seoul, South Korea
    • Year and Date
      2017-03-18
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Application of Hidden Markov Model to Analyze Enthusiast's Dynamics of A Lifestyle Brand2016

    • Author(s)
      Stephane Cheung, Yasuyuki Shirai, Hiroyuki Morita, Hiroyuki Takashima, Masakazu Nakamoto and Edward Hak-Sing Ip
    • Organizer
      In Proc. of the 49th Hawaii International Conference on System Sciences (HICSS 49)
    • Place of Presentation
      Grand Hyatt Kauai,Kauai, Hawaii, US
    • Year and Date
      2016-01-04
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Predictive Model Considering Coverage of Transaction by Contrast Patterns2015

    • Author(s)
      Mao NISHIGUCHI, Hiroyuki MORITA
    • Organizer
      11th International Conference on Knowledge Management
    • Place of Presentation
      iSite Namba,Osaka,Japan
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Understanding Changes in Customer Purchase Behavior: Study of Attenuation Model for Multiparametric Purchase Preferences2014

    • Author(s)
      Stephane Cheung, Yasuyuki SHIRAI, Hiroyuki Morita, Masakazu Nakamoto
    • Organizer
      IEEE International Workshop on Data Mining for Service (DMS2014) held in conjunction with The 2014 IEEE International Conference on Data Mining (ICDM'2014)
    • Place of Presentation
      Shenzhen, China
    • Year and Date
      2014-12-14 – 2014-12-17
    • Related Report
      2014 Research-status Report
  • [Presentation] 実践的データマイニング教育と学生の能力向上に関する研究2014

    • Author(s)
      森田裕之
    • Organizer
      情報経営学会2014秋季研究発表会
    • Place of Presentation
      日航ホテル八重山
    • Year and Date
      2014-11-07 – 2014-11-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 利用パタン数の削減を可能とするパタンを利用したクラス分類予測モデルの提案2014

    • Author(s)
      西口真央,森田裕之
    • Organizer
      経営情報学会2014年秋季全国研究発表大会
    • Place of Presentation
      新潟情報大学
    • Year and Date
      2014-10-25 – 2014-10-26
    • Related Report
      2014 Research-status Report
  • [Presentation] 購買選好度減衰曲線を用いた選択多様性解析とその応用2014

    • Author(s)
      白井康之,森田裕之,中元政一,小山聡
    • Organizer
      日本OR学会2014年秋季研究発表会
    • Place of Presentation
      北海道科学大学
    • Year and Date
      2014-08-28 – 2014-08-29
    • Related Report
      2014 Research-status Report
  • [Presentation] Analysis Using Popularity Awareness Index, Recency Index and Purchase Diversity in Group Buying2014

    • Author(s)
      Yasuyuki SHIRAI, Hiroyuki Morita, Masakazu Nakamoto, Satoshi Oyama
    • Organizer
      Industrial Conference on Data Mining ICDM 2014
    • Place of Presentation
      St. Petersburg, Russia
    • Year and Date
      2014-07-16 – 2014-07-20
    • Related Report
      2014 Research-status Report
  • [Presentation] Teaching Business Analytics to Undergraduate Students with R Analytic Flow2013

    • Author(s)
      Yuji Nakayama,TOMONORI ISHIGAKI, Nagateru Araki, Hiroyuki MORITA, Masashi KONDO
    • Organizer
      26th European Conference on Operational Research
    • Place of Presentation
      Rome, Italy
    • Related Report
      2013 Research-status Report
  • [Presentation] Classification Model using Contrast Patterns2013

    • Author(s)
      Hiroyuki MORITA and Mao NISHIGUCHI
    • Organizer
      15th International Conference on Enterprise Information Systems
    • Place of Presentation
      Angers,France
    • Related Report
      2013 Research-status Report
  • [Presentation] エントロピーを応用したフラッシュ マーケティングにおける多様性を考慮した分析2013

    • Author(s)
      森田裕之,白井康之,中元政一
    • Organizer
      経営情報学会2013年秋季全国研究発表大会
    • Place of Presentation
      流通科学大学,神戸
    • Related Report
      2013 Research-status Report

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

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