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Development and Evaluation of Mathematical Models for Ubiquitous Data Mining

Research Project

Project/Area Number 18510117
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionUniversity of Tsukuba

Principal Investigator

KODA Masato  University of Tsukuba, Graduate School of Systems and Information Engeneering, Professor (20114473)

Co-Investigator(Kenkyū-buntansha) SUZUKI Hideo  University of Tsukuba, Graduate School of Systems and Information Engeneering, Associate Professor (10282328)
Project Period (FY) 2006 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥4,050,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥450,000)
Fiscal Year 2007: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2006: ¥2,100,000 (Direct Cost: ¥2,100,000)
KeywordsUbiquitous Data Mining / Boosting / Learning Algorithms / Machine Learning / Mathematical Modeling / データマイニング / アルゴリズム / モデル化
Research Abstract

The objective of this research was to propose a concept of ubiquitous data mining and develop its mathematical models. Ubiquitous data mining is a new knowledge discovery technology suited for advanced ubiquitous IT environment including Web 2.0. In order to achieve the optimal integration of earlier models, we developed a new algorithm based on the One-Class Support Vector Machine (OC-SVM), and the result of this investigation was presented at the international conference, SAMO2007. The head investigator (M. Koda) was invited to edit the special issue of the Transactions of the Operations Research Society of Japan (in Japanese) on OC-SVM, and complied and published our results in the same issue (vol. 51, No. 11, pp. 677-682, 2006).
We further investigated boosting techniques as a means to incorporate multiple data sources including data from ubiquitous sensing devices such as IC tags and RFID (Radio Frequency Identification). As a result, we derived a new robust ensemble learning algorithm, and results were published in the Journal of the Operations Research Society of Japan (vol. 51, pp. 95-110, 2008). The research result on the stochastic sensitivity analysis of financial engineering was also reported at the international conference, ICCS2007, and published in the Lecture Notes in Computer Science (No. 4488, 447-454, 2007). Based on the support vector machine techniques, we explored a customer segmentation methodology and developed a ubiquitous data mining tool for customer relationship management. We prototyped and benchmarked the tool against conventional mining technologies, and the result was published in the European Journal of Operational Research (vol. 186, pp. 358-379, 2008).
Jointly with the investigator and graduate students under supervision, we completed a preliminary design of the prototype model for ubiquitous data mining.

Report

(3 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • Research Products

    (36 results)

All 2008 2007 2006 Other

All Journal Article (15 results) (of which Peer Reviewed: 6 results) Presentation (18 results) Book (1 results) Remarks (2 results)

  • [Journal Article] A robust ensemble learning using zero - one loss function2008

    • Author(s)
      Sano, Natsuki
    • Journal Title

      Journal of the operations Research Society of JaPan 51

      Pages: 95-110

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Optimal threshold analysis of segmentation methods for identifying target customers2008

    • Author(s)
      Mizuno, Makoto
    • Journal Title

      European Journal of Operational Research 186

      Pages: 358-379

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] 通信販売業と知識集約型サービス科学(巻頭言)2008

    • Author(s)
      香田正人
    • Journal Title

      Direct Marketing Review (日本ダイレクトマーケティング学会論文誌) 6

      Pages: 1-3

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A robust ensemble learning using zero-one loss function2008

    • Author(s)
      N. Sano, H. Suzuki, M. Koda
    • Journal Title

      Journal of the Operations Research Society of Japan 51-1

      Pages: 95-110

    • NAID

      110006632507

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Optimal threshold analysis of segmentation methods for identifying target customers2008

    • Author(s)
      M. Mizuno, A. Saji, U. Sumita, H. Suzuki
    • Journal Title

      European Journal of Operational Research 186-1

      Pages: 358-379

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A robust ensemble learning using zero-one loss function2008

    • Author(s)
      Sano, Natsuki
    • Journal Title

      Journal of the Operations Research Society of Japan 51

      Pages: 95-110

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A new computing method for Greeks using stochastic sensitivity analysis2007

    • Author(s)
      Koda, Masato
    • Journal Title

      Lecture Notes in Computer Science 4488

      Pages: 447-454

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A new computing method for Greeks using stochastic sensitivity analysis2007

    • Author(s)
      M. Koda
    • Journal Title

      Lecture Notes in Computer Science 4488

      Pages: 447-454

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 密度推定法に基づくカーネル判別機械2007

    • Author(s)
      高畠泰斗, 香田正人
    • Journal Title

      日本OR学界2007年春季研究発表会アブストラクト集

      Pages: 116-117

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 1 クラス SVM と近傍サポートによる領域判別2006

    • Author(s)
      高畠泰斗
    • Journal Title

      オペレーションズ・リサーチ(日本オペレーションズ・リサーチ学会機関誌) 51

      Pages: 677-682

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Domain detection by support neighbor and one-class support vector machines(in Japanese)2006

    • Author(s)
      T. Takabatake, M. Koda
    • Journal Title

      Transactions of the Operations Research Society of Japan 51-11

      Pages: 677-682

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Direct marketing and knowledge-intensive service sciences(Preface in Japanese)2006

    • Author(s)
      M. Koda
    • Journal Title

      Direct Markiting Review(Journal of the Academic Society of Direct Marketing of Japan) 6-3

      Pages: 1-3

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Encyclopedia of Marketing Communication(Book in Japanese)2006

    • Author(s)
      M. Koda, et. al.
    • Journal Title

      Senden Kaigi Co. Ltd., Tokyo

      Pages: 800-800

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 1クラスSVMと近傍サポートによる領域判別2006

    • Author(s)
      高畠泰斗, 香田正人
    • Journal Title

      オペレーションズ・リサーチ(日本OR学会機関誌) 51・11

      Pages: 677-682

    • NAID

      110004836535

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 「SVMの周辺 : One-Class SVMと領域判別」特集にあたって2006

    • Author(s)
      香田正人
    • Journal Title

      オペレーションズ・リサーチ(日本OR学会機関誌) 51・11

      Pages: 676-676

    • Related Report
      2006 Annual Research Report
  • [Presentation] Knowledge modeling for customer relationship management2007

    • Author(s)
      Koda, Masato
    • Organizer
      8th Kantaoui Forum(Tunisia・Japan Symposium on Societv, Science&Technology:TJASSST 2007)
    • Place of Presentation
      スース、チュニジア
    • Year and Date
      2007-10-29
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Knowledge modeling for customer relationship management2007

    • Author(s)
      M. Koda
    • Organizer
      8th Kantaoui Forum, TJASSST 2007
    • Place of Presentation
      Sousse, Tunisia
    • Year and Date
      2007-10-29
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Support Vector Regressionによるロバスト設計2007

    • Author(s)
      中西慶彰
    • Organizer
      日本晶質管理学会第37回年次大会研究発表会
    • Place of Presentation
      東京
    • Year and Date
      2007-10-27
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Robust design using One-Class Support Vector Regression(in Japanese)2007

    • Author(s)
      T. Nakanishi, H. Suzuki
    • Organizer
      37th Annual Conference of Quality Control Society of Japan
    • Place of Presentation
      Tokyo
    • Year and Date
      2007-10-27
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Astructural analysis on relationships between Word-of-Mouth, Perceived Ouality Customer Satisfaction and Loyalty2007

    • Author(s)
      Hideo, Suzuki
    • Organizer
      5th Asian Network for Quahlity congress
    • Place of Presentation
      インチョン、韓国
    • Year and Date
      2007-10-17
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A structural analysis on relationships between Word-of-Mouth, Perceived Quality, Customer Satisfaction and Loyalty2007

    • Author(s)
      H. Suzuki, T. Yamazaki
    • Organizer
      5th Asian Network for Quality Congress
    • Place of Presentation
      Incheon, Korea
    • Year and Date
      2007-10-17
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Sensitivity experimellts on One-Class Support Vector Mackme2007

    • Author(s)
      Koda, Masato
    • Organizer
      5th International Conference on Sensitivity Analysis of Model Output(SAMO 2007)
    • Place of Presentation
      ブタペスト、ハンガリー
    • Year and Date
      2007-06-20
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Sensitivity experiments on One-Class Suppot Vector Machine2007

    • Author(s)
      M. Koda
    • Organizer
      5th International Conference on Sensitivity Analysis of Model Output
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2007-06-20
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Sensitivity experiments on One-Class Support Vector Machine2007

    • Author(s)
      Koda, Masato
    • Organizer
      International Conference on Sensitivity Analysis of Model Output(SAMO 2007)
    • Place of Presentation
      ブタペスト、ハンガリー
    • Year and Date
      2007-06-20
    • Related Report
      2007 Annual Research Report
  • [Presentation] Anew computing method for Greeks using stochastic sensitivity analysis2007

    • Author(s)
      Koda, Masato
    • Organizer
      International Conference on Computational Science(ICCS 2007)
    • Place of Presentation
      北京、中華人民共和国
    • Year and Date
      2007-05-29
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A new computing method for Greeks using stochastic sensitivity analysis2007

    • Author(s)
      M. Koda
    • Organizer
      International Conference on Computational Science(ICCS 2007)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2007-05-29
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A new computing method for Greeks using stochastic sensitivity analysis2007

    • Author(s)
      Koda, Masato
    • Organizer
      International Conference on Computational Science(ICCS 2007)
    • Place of Presentation
      中国北京
    • Year and Date
      2007-05-29
    • Related Report
      2007 Annual Research Report
  • [Presentation] 密度推定法に基づくカーネル判別機械2007

    • Author(s)
      高畠泰斗
    • Organizer
      日本OR学会2007年春季研究発表会
    • Place of Presentation
      東京
    • Year and Date
      2007-03-29
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Classification machine by density estimation using kernel functions(in Japanese)2007

    • Author(s)
      T. Takabatake, M. Koka
    • Organizer
      Spring Conference of the Operations Research Society of Japan
    • Place of Presentation
      Tokyo
    • Year and Date
      2007-03-29
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] ロコミ効果を考慮した消費者評価構造に関する研究2006

    • Author(s)
      山崎健史
    • Organizer
      日本品質管理学会第36回年次大会研究発表会
    • Place of Presentation
      東京
    • Year and Date
      2006-10-28
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] a sturctural analysis on market relationships based on word-of-mouth effects(in Japanese)2006

    • Author(s)
      T. Yamazaki, H. Suzuki
    • Organizer
      36th Annual Conference of Quality Control Society of Japan
    • Place of Presentation
      Tokyo
    • Year and Date
      2006-10-28
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A quality control method using One Class Support Vector Mackmes2006

    • Author(s)
      Hideo, Suzuki
    • Organizer
      4th Asian Network for Quahlity Congress
    • Place of Presentation
      シンガポール
    • Year and Date
      2006-09-26
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A quality control method using One Class Support Vector Machines2006

    • Author(s)
      H. Suzuki, A. Saji
    • Organizer
      4th Asian Network for Quality Congress
    • Place of Presentation
      Singaproe
    • Year and Date
      2006-09-26
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Book] マーケティング・コミュニケーション大辞典2006

    • Author(s)
      香田正人, 他(編著)
    • Total Pages
      800
    • Publisher
      宣伝会議
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Remarks] 「研究成果報告書概要(和文)」より

    • URL

      http://infoshako.sk.tsukuba.ac.jp/~koda/koda_lab/index-j.html

    • Related Report
      2007 Final Research Report Summary
  • [Remarks]

    • URL

      http://infoshako.sk.tsukuba.ac.jp/~koda/koda_lab/index-j.html

    • Related Report
      2007 Annual Research Report

URL: 

Published: 2006-04-01   Modified: 2016-04-21  

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