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N-dimensional Data Mining based Evolutionary Customer Behavior Modeling

Research Project

Project/Area Number 25330270
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionHosei University

Principal Investigator

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

Co-Investigator(Kenkyū-buntansha) Jianhua Ma (JIANHUA Ma)  法政大学, 情報科学部, 教授 (70295426)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsbusiness intelligence / big data mining / knowledge discovery / customer model / smart service / knowledge fusion / Knowledge discovery / data mining engine / Knowledge fusion engine / Knowledge depository / personalized model / decision-making / Big Data / Knowledge Fusion / Business Wisdow / Big Personal Data / Cyber-I / Knowledge Repository / Unified Structure / Application Driven / Knowledge Discovery / Smart Serヴぃせ / Data Mining Engine / Fusion Technique / Information Processing / Business Wisdom / Human Modeling / big data / smart business / fusion technique / human modeling
Outline of Final Research Achievements

This research was proposed to build a framework for modeling customer behavior based on n-dimensional data mining so as to provide customers better services. This research's achievements are as follows. (1) The data mining engine was designed and implemented based on KID model and backward chaining objectives oriented mining planning mechanism. (2) Fusion algorithms built in assimilation and instantiation processes for information/knowledge fusion were proposed and implemented. (3) The data driven customer behavior model was designed based on the concept of Cyber-I and is of the capability of growth and evolution with continuously incoming data. (4) A retail business service and city traffic management were as the testbed for our proposed models, mechanisms, and framework.

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

    (33 results)

All 2017 2016 2015 2014 2013

All Journal Article (11 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 11 results,  Open Access: 7 results,  Acknowledgement Compliant: 6 results) Presentation (21 results) (of which Int'l Joint Research: 9 results,  Invited: 1 results) Book (1 results)

  • [Journal Article] TruCom: Exploiting Domain-Specific Trust Networks for Multicategory Item Recommendation2017

    • Author(s)
      Haifeng Liu, Feng Xia, Zhen Chen, Nana Yaw Asabere, Jianhua Ma, Runhe Huang
    • Journal Title

      IEEE Systems Journal

      Volume: 11(1) Pages: 295-304

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Active CTDaaS: A Data Service Framework Based on Transparent IoD in City Traffic2016

    • Author(s)
      Bowen Du, Runhe Huang, Xi Chen, Zhipu Xie, Ye Liang, Weifeng Lv, Jianhua Ma:
    • Journal Title

      IEEE Transactions on Computers

      Volume: 65(12) Pages: 3524-3536

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Cybermatics: Cyber-physical-social-thinking hyperspace based science and technology2016

    • Author(s)
      Huansheng Ning, Hong Liu, Jianhua Ma, Laurence T. Yang, Runhe Huang
    • Journal Title

      Future Generation Computer System

      Volume: 56 Pages: 504-522

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] User popularity-based packet scheduling for congestion control in ad-hoc social networks2016

    • Author(s)
      Feng Xia, Hannan Bin Liaqat, Ahmedin Mohammed Ahmed, Li Liu, Jianhua Ma, Runhe Huang, Amr Tolba:
    • Journal Title

      Journal of Computer and System Sciences

      Volume: 82(1) Pages: 93-112

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A Signaling Game for Uncertain Data Delivery in Selfish Mobile Social Networks2016

    • Author(s)
      Feng Xia, Behrouz Jedari, Laurence Tianruo Yang, Jianhua Ma, Runhe Huang
    • Journal Title

      IEEE Transactions on Computational Social Systems

      Volume: 3(2) Pages: 100-112

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Cybermatics: A Holistic Field for Systematic Study of Cyber-Enabled New Worlds2015

    • Author(s)
      Jianhua Ma; Huansheng Ning; Runhe Huang; Hong Liu; Yang, L.T.; Jinjun Chen; Geyong Min
    • Journal Title

      IEEE ACCESS

      Volume: 3 Pages: 2270-2280

    • DOI

      10.1109/access.2015.2498288

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Design of Fusion Technique-based Mining Engine for Smart Business2015

    • Author(s)
      Atsushi Sato, Runhe Huang, Neil Y. Yen
    • Journal Title

      Human-centric Computing and Information Sciences

      Volume: 5 Issue: 1 Pages: 1-16

    • DOI

      10.1186/s13673-015-0036-z

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] WaaS-Wisdom as a Service2014

    • Author(s)
      Jianhui Chen, Jianhua Ma, Ning Zhong, Yiyu Yao, Jiming Liu, Runhe Huang, Wenbin Li, Zhisheng Huang, Yang Gao, Jianping Cao
    • Journal Title

      IEEE Intelligent Systems

      Volume: 29 Issue: 6 Pages: 40-47

    • DOI

      10.1109/mis.2014.19

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Towards next-generation business intelligence: an integrated framework based on DME and KID fusion engine2014

    • Author(s)
      R. Huang, A. Sato, T. Tamura, J. Ma, and N. Y. Yen
    • Journal Title

      Multimedia Tools and Application

      Volume: - Issue: 9 Pages: 1-12

    • DOI

      10.1007/s11042-014-2387-2

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] The Contours of a Human Individual Model based Empathetic U-pillbox System for Humanistic Geriatric Healthcare2013

    • Author(s)
      R. Huang, X. Zhao and J. Ma
    • Journal Title

      Journal of Future Generation Computer System (Elsevier)

      Volume: なし Pages: 1-14

    • DOI

      10.1016/j.future.2013.09.026

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Research Challenges and Perspectives on Wisdom Web of Things (W2T)2013

    • Author(s)
      Ning Zhong, Jian Hua Ma, Run He Huang, Ji Ming Liu, Yi Yu Yao, Yao Xue Zhang and Jian Hui Chen
    • Journal Title

      The Journal of Supercomputing

      Volume: 64 Issue: 3 Pages: 862-882

    • DOI

      10.1007/s11227-010-0518-8

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 小売りに関するオントロジーを用いたグラフデータベースによる商品推薦2017

    • Author(s)
      今野琢裕,黄 潤和
    • Organizer
      情報処理学会第79回大会
    • Place of Presentation
      名古屋大学 (愛知県名古屋市)
    • Year and Date
      2017-03-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] Using Keystroke Dynamics in a Multi-level Architecture to Protect Online Examinations from Impersonation2017

    • Author(s)
      Peter Kimani Mungai and Runhe Huang
    • Organizer
      IEEE International Conference on Big Data Analysis
    • Place of Presentation
      Beijing, China
    • Year and Date
      2017-03-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Growth scheduling and processing in Cyber-I modeling2016

    • Author(s)
      Wei Huang, Jianhua Ma, Runhe Huang, Laurence T. Yang
    • Organizer
      2016 IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2016-10-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Rule-Based Knowledge Discovery Engine Embedded Semantic Graph Knowledge Repository for Retail Business2016

    • Author(s)
      Jiandong Li, Atsushi Sato, Runhe Huang, Dongming Chen
    • Organizer
      International Conference on Advanced Cloud and Big Data
    • Place of Presentation
      Chengdu, China
    • Year and Date
      2016-08-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards Early Detection of Novel Attack Patterns through the Lens of a Large-Scale Darknet2016

    • Author(s)
      Tao Ban, Shaoning Pang, Masashi Eto, Daisuke Inoue, Koji Nakao, Runhe Huang
    • Organizer
      IEEE International Conference on Smart World Congress (UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld)
    • Place of Presentation
      Toulouse, France
    • Year and Date
      2016-07-18
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] From Data to Knowledge: a Cognitive Approach to Retail Business Intelligence2015

    • Author(s)
      Atsushi Sato, Runhe Huang
    • Organizer
      IEEE International Conference on Cyber, Physical and Social Computing (CPSCom’15)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2015-12-11
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Unified Structure and Data Driven Process for Knowledge Enrichment and Problem Solving2015

    • Author(s)
      Atsushi Sato, Runhe Huang
    • Organizer
      The 13th IEEE International Conference on Pervasive Intelligence and Computing (PICom-2015)
    • Place of Presentation
      Liverpool, England
    • Year and Date
      2015-10-26
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Wear-I: A new computing paradigm in wearable computing2015

    • Author(s)
      Jianhua Ma. Runhe Huang
    • Organizer
      the International IEEE Conference on Ubiquitous Computing and Communications
    • Place of Presentation
      Liverpool, England
    • Year and Date
      2015-10-26
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Generic Formulated KID Model for Pragmatic Processing of Data, Information and Knowledge2015

    • Author(s)
      Atsushi Sato, Runhe Huang
    • Organizer
      The 12th IEEE International Conference on Advanced and Trusted Computing (ATC2015),
    • Place of Presentation
      Beijing, China
    • Year and Date
      2015-08-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Digital Explosions and Digital Clones2015

    • Author(s)
      Jianhua Ma. Runhe Huang
    • Organizer
      The 1st IEEE International Conference on Internet of People (IoP2015)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2015-08-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Management System for Cyber Individuals and Heterogeneous Data2014

    • Author(s)
      Jun Ren, Jianhua Ma, Runhe Huang, Qun Jin, Zhigang Chen
    • Organizer
      The 11th IEEE International Conference on Ubiquitous Intelligence and Computing (UIC 2014)
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2014-12-09 – 2014-12-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Discovering People’s Life Patterns from Anonymized WiFi Scanlists2014

    • Author(s)
      Sha Zhao, Zhe Zhao, Yifan Zhao, Runhe Huang, Shijian Li, Gang Pan
    • Organizer
      The 11th IEEE International Conference on Ubiquitous Intelligence and Computing (UIC 2014)
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2014-12-09 – 2014-12-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Design of A State Machine towards Efficient Management of User-Generated Data2014

    • Author(s)
      Neil Y. Yen, Runhe Huang, Jianhua Ma
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics (IEEE SMC 2014)
    • Place of Presentation
      San Diego, CA, US
    • Year and Date
      2014-10-05 – 2014-10-08
    • Related Report
      2014 Research-status Report
  • [Presentation] MagicWatch: Interacting & Segueing2014

    • Author(s)
      Feng Yang, Shijian Li, Runhe Huang, Shugang Wang, Gang Pan
    • Organizer
      The 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2014)
    • Place of Presentation
      Seattle, Washington, US
    • Year and Date
      2014-09-13 – 2014-09-17
    • Related Report
      2014 Research-status Report
  • [Presentation] Visual Keyboard for Smart TV using RGB camera2014

    • Author(s)
      Enkhtogtokh Togootogtokh, Amarzaya Amartuvshin, Runhe Huang
    • Organizer
      2014 7th International Conference on Ubi-Media Computing and Workshops (UMEDIA 2014)
    • Place of Presentation
      Ulaanbaatar, Mongolia
    • Year and Date
      2014-07-12 – 2014-07-14
    • Related Report
      2014 Research-status Report
  • [Presentation] Fusion Techniques based Data Mining Engine and Case Study in Smart Business,2014

    • Author(s)
      Atsushi Sato, Runhe Huang, Jianhua Ma, Bruce Xuefeng Ling
    • Organizer
      The 2nd FTRA International Conference on Ubiquitous Computing Application and Wireless Sensor Network (UCAWSN-14)
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2014-07-07 – 2014-07-10
    • Related Report
      2014 Research-status Report
  • [Presentation] Smart Business Services via Consumer Purchasing Behaviour Modeling,2013

    • Author(s)
      Atsuhi Sato, Toshihiro Tamura, Runhe Huang, Jianhua Ma, Neil Y. Yen
    • Organizer
      IEEE International Conference on Cyber, Physical and Social Computing (CPSCom’13)
    • Place of Presentation
      Beijing, China
    • Related Report
      2013 Research-status Report
  • [Presentation] Empathetic Healthcare Services based on U-pillbox System2013

    • Author(s)
      Xin Zhao, Toshihiro Tamura, Runhe Huang, Jianhua, Ma
    • Organizer
      2013 IEEE International Conference on Cybernetics (CYBCONF)
    • Place of Presentation
      Lausanne, Switzerland
    • Related Report
      2013 Research-status Report
  • [Presentation] Social-Empowered Mechanism for Ubiquitous Homecare Supports2013

    • Author(s)
      Lun-Ping Hung, Neil Y. Yen, Joseph Tsai, Runhe Huang
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics (SMC’13)
    • Place of Presentation
      Manchester, United Kingdom
    • Related Report
      2013 Research-status Report
  • [Presentation] Modeling and Learning of Awareness Systems2013

    • Author(s)
      Qiangfu Zhao, Runhe Huang, Qun Jin, Tosiyasu L. Kunii
    • Organizer
      IEEE International Conference on Awareness Science and Technology & Ubi-Media Computing (iCAST’13)
    • Place of Presentation
      Aizu-Wakamatsu, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Future System Paradigm for Business Wisdom2013

    • Author(s)
      Runhe Huang and Jainhua Ma
    • Organizer
      2013 Forum of Future Computer (FFC 2013)
    • Place of Presentation
      Shanhai, China
    • Related Report
      2013 Research-status Report
    • Invited
  • [Book] Wisdom Web of Things (Web Information Systems Engineering and Internet Technologies Book Series)2016

    • Author(s)
      Ning Zhong, Jianhua Ma, Jiming Liu, Runhe Huang, Xiaohui Tao
    • Total Pages
      349
    • Publisher
      Springer
    • Related Report
      2016 Annual Research Report

URL: 

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

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