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2015 年度 実施状況報告書

n次元データマイニングによる進化型消費者行動モデリング

研究課題

研究課題/領域番号 25330270
研究機関法政大学

研究代表者

Huang Runhe  法政大学, 情報科学部, 教授 (00254102)

研究分担者 Jianhua Ma  法政大学, 情報科学部, 教授 (70295426)
研究期間 (年度) 2013-04-01 – 2017-03-31
キーワードBig Data / Knowledge Fusion / Business Wisdow / Big Personal Data / Cyber-I / Knowledge Repository / Unified Structure / Application Driven
研究実績の概要

研究実績の概要(~平成)28年3月31日)
In year 2015, our research was focused on
(1) continuously verifying and improving our business wisdom (BW) framework with the implementation results of business knowledge discovery and insight mining from retail business datasets; (2) Improving our data-information-knowledge (KID) model with the concept of unified structure and data driven pragmatic implementation approach; (3) Proposing and designing a knowledge repository (K-Store) for KID model and applying to a retail business case study; (4) Designing and implementing an application driven knowledge discovery and fusion planning algorithms for wisdom business and demonstrating with the case study of the retail business; (5) Personalized business intelligence model is further enhanced with consideration of personal big data (PBD) mining on the Cyber-I (Cyber-Individual) platform.

現在までの達成度 (区分)
現在までの達成度 (区分)

2: おおむね順調に進展している

理由

研究計画の通り順調に進展しました。
平成27年度の研究成果は雑誌論文2件、学会論文5件

今後の研究の推進方策

In year 2016, based on our achievements in year 2013, 2014 and 2015, our research will be focused on
(1) Finalizing the n-dimensional big data mining based business wisdom model; (2) Incorporating KID model, data mining engine, knowledge fusion engine into the business wisdom model; (3) Incorporating the Cyber-customer individual model into the business wisdom model; (4) Seeking for a real business application and practical collaboration with retail business companies, and pushing our business wisdom model into practical use; and (5) Promoting our research results worldwide and publishing our research results in international conferences and journals.

次年度使用額が生じた理由

In this year, we were planning to attend more international conferences and allocated more budgets to overseas travels. However, due to our busy schedule on research and development we did not make time to some overseas travels. Instead, we submitted our presentation slides and played in the conference sites. Moreover, we published our research results to the international journals instead of international conference in such way we reduced our oversea travels and used less the allocated budget than we expected and planned.

次年度使用額の使用計画

We will use the budget to have more collaboration with related research groups and teams by visiting them and exchanging ideas and research results with them. Meanwhile, we will make more travels to attend international conferences for having more opportunities to promoting our research achievements worldwide. Moreover, we will allocate the budget to complete the implementation of K-Store (a knowledge respository) and knowedge fusion engine.

  • 研究成果

    (7件)

すべて 2015

すべて 雑誌論文 (2件) (うち国際共著 2件、 査読あり 2件、 オープンアクセス 2件、 謝辞記載あり 2件) 学会発表 (5件) (うち国際学会 5件)

  • [雑誌論文] Cybermatics: A Holistic Field for Systematic Study of Cyber-Enabled New Worlds2015

    • 著者名/発表者名
      Jianhua Ma; Huansheng Ning; Runhe Huang; Hong Liu; Yang, L.T.; Jinjun Chen; Geyong Min
    • 雑誌名

      IEEE ACCESS

      巻: 3 ページ: 2270-2280

    • DOI

      10.1109/ACCESS.2015.2498288

    • 査読あり / オープンアクセス / 国際共著 / 謝辞記載あり
  • [雑誌論文] Design of Fusion Technique-based Mining Engine for Smart Business2015

    • 著者名/発表者名
      Atsushi Sato, Runhe Huang, Neil Y. Yen
    • 雑誌名

      Human-centric Computing and Information Sciences

      巻: 5 ページ: 1-16

    • DOI

      10.1186/s13673-015-0036-z

    • 査読あり / オープンアクセス / 国際共著 / 謝辞記載あり
  • [学会発表] From Data to Knowledge: a Cognitive Approach to Retail Business Intelligence2015

    • 著者名/発表者名
      Atsushi Sato, Runhe Huang
    • 学会等名
      IEEE International Conference on Cyber, Physical and Social Computing (CPSCom’15)
    • 発表場所
      Sydney, Australia
    • 年月日
      2015-12-11 – 2015-12-13
    • 国際学会
  • [学会発表] Unified Structure and Data Driven Process for Knowledge Enrichment and Problem Solving2015

    • 著者名/発表者名
      Atsushi Sato, Runhe Huang
    • 学会等名
      The 13th IEEE International Conference on Pervasive Intelligence and Computing (PICom-2015)
    • 発表場所
      Liverpool, England
    • 年月日
      2015-10-26 – 2015-10-28
    • 国際学会
  • [学会発表] Wear-I: A new computing paradigm in wearable computing2015

    • 著者名/発表者名
      Jianhua Ma. Runhe Huang
    • 学会等名
      the International IEEE Conference on Ubiquitous Computing and Communications
    • 発表場所
      Liverpool, England
    • 年月日
      2015-10-26 – 2015-10-28
    • 国際学会
  • [学会発表] A Generic Formulated KID Model for Pragmatic Processing of Data, Information and Knowledge2015

    • 著者名/発表者名
      Atsushi Sato, Runhe Huang
    • 学会等名
      The 12th IEEE International Conference on Advanced and Trusted Computing (ATC2015),
    • 発表場所
      Beijing, China
    • 年月日
      2015-08-10 – 2015-08-14
    • 国際学会
  • [学会発表] Digital Explosions and Digital Clones2015

    • 著者名/発表者名
      Jianhua Ma. Runhe Huang
    • 学会等名
      The 1st IEEE International Conference on Internet of People (IoP2015)
    • 発表場所
      Beijing, China
    • 年月日
      2015-08-10 – 2015-08-14
    • 国際学会

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公開日: 2017-01-06  

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