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Knowledge Discovery in Databases

Research Project

Project/Area Number 10143102
Research Category

Grant-in-Aid for Scientific Research on Priority Areas (A)

Allocation TypeSingle-year Grants
Research InstitutionThe University of Tokyo

Principal Investigator

MIYANO Satoru  University of Tokyo, Institute of Medical Science, Professor, 医科学研究所, 教授 (50128104)

Co-Investigator(Kenkyū-buntansha) YAMAGUCHI Takahira  Shizuoka University, Department of Information Science, Professor, 情報学部, 教授 (20174617)
MOTODA Hiroshi  Osaka University, Institute for Industrial Sciences, Professor, 産業科学研究所, 教授 (00283804)
KITAGAWA Genshiro  Institute for Statistical Mathematics, Department of Prediction and Control, Professor, 予測制御研究系, 教授 (20000218)
SUZUKI Einoshin  Yokohama National University, Department of Computer Science, Associate Professor, 工学部, 助教授 (10251638)
MORISHITA Shinichi  University of Tokyo, Graduate School of Frontier Sciences, Associate Professor, 新領域創成科学研究科, 助教授 (90292854)
荒木 徹  京都大学, 理学研究科, 教授 (50025433)
新島 耕一  九州大学, システム情報科学研究科, 教授 (30047881)
矢田 勝俊  大阪産業大学, 経営学部, 講師 (00298811)
Project Period (FY) 1998 – 2000
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥119,800,000 (Direct Cost: ¥119,800,000)
Fiscal Year 2000: ¥48,000,000 (Direct Cost: ¥48,000,000)
Fiscal Year 1999: ¥25,100,000 (Direct Cost: ¥25,100,000)
Fiscal Year 1998: ¥46,700,000 (Direct Cost: ¥46,700,000)
Keywordsdata mining / knowledge discovery / scientific database / machine learning / statistical science / rule discovery / wavelet analysis / artificial intelligence
Research Abstract

Scientists are struggling for creating better data, observations, and measurements in various fields. Their ultimate target is a discovery from such data. The process starting from data creation and ending with a series of discoveries is the object of our research. Thus the aim of our research is to create computational strategy for speeding up the discovery process in total. For this purpose, this project is organized with researchers working in scientific domains and researchers from computer science so that real issues in the discovery process will be exposed out and practical computational techniques will be devised and tested for solving these real issues.
Group A04 has succeeded in creating solutions to this problem and a bunch of novel methods with which the discovery process can be sped up efficiently. The contributions of this project can be summarized in three items :
1. Development of new methods/models for efficient/feasible processing in stages in computational discovery. All methods are developed for practice but most of them are well-abstracted enough for general purpose application.
2. Integration strategy for the total discovery process and paradigm of discovery system.
3. Discoveries
In addition to these individual research activities, this project took the initiatives in enlightenment of Discovery Science which are published as "S. Miyano (Guest Chief Editor), Surveys on Discovery Science, Special Issue, IEICE Transactions on Information and Systems, Vol. E83-D, No, 1, 2000" and "S. Morishita and S. Miyano (eds), Discovery Science and Data Mining, Kyoritsu Shuppan, 2000."

Report

(4 results)
  • 2001 Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • 1998 Annual Research Report
  • Research Products

    (37 results)

All Other

All Publications (37 results)

  • [Publications] H.Bannai et al.: "Views: Fundamental building blocks in the process of knowledge discovery"Proc.14th International FLAIRS Conference. 233-238 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] G.Kitagawa: "Automatic transactions of signal via statistical modeling"New Generation Computing. 17. 17-28 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S.Morishita: "Traversing itemset lattices with statistical metric pruning"Proc.17th ACM SIGACT-SIGMOD-SIGART Symposium on Database Systems. 226-236 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] T.Washio et al.: "Discovery of first principle equations based on scale-type-based and aata-driven reasoning"Knowledge-Based Systems. 10. 403-411 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] H.Hatazawa et al.: "Knowledge discovery support from a Meningoencephalitis database using an automatic composition tool for inductive applications"KDD Challenge 2000. 28-33 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] E.Suzuki: "Unified algorithm for undirected discovery of exceptio rules"Lecture Notes in Artificial Intelligence. 1910. 169-180 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 森下真一, 宮野悟(編): "発見科学とデータマイニング"共立出版. 350 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] H. Bannai, Y. Tamada, O. Maruyama, S. Miyano: "Views : Fundamental building blocks in the process of knowledge discovery"Proc. 14th International FLAIRS Conference. 233-238 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] G. Kitagawa: "Automatic transactions of signal via statistical modeling"New Generation Computing. 17. 17-28 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S. Morishita: "Traversing itemset lattices with statistical metric pruning"Proc. 17th ACM SIGACT-SIGMOD-SIGART Symp. on Database Systems. 226-236 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] T. Washio, H. Motoda: "Discovery of first principle equations based on scale-type-based and data-driven reasoning"Knowledge-Based Systems. 10. 403-411 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] H. Hatazawa, T. Yamaguchi: "Knowledge discovery support from a Meningoencephalitis database using an automatic composition tool for inductive applications"KDD Challenge 2000. 28-33 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] E. Suzuki: "Unified algorithm for undirected discovery of exceptio rules"Lecture Notes in Artificial Intelligence. 1910. 169-180 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] H.Bannai: "Views : Fundamental building blocks in the process of knowledge discovery"Proc.14th International FLAIRS Conference. (in press). (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] G.Kitagawa: "Automatic transactions of signal via statistical modeling"New Generation Computing. 17. 17-28 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] S.Morishita: "Traversing itemset lattices with statistical metric pruning"Proc.17th ACM SIGACT-SIGMOD-SIGART Symp. on Database Systems. 226-236 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] G.Ueno: "Application of multivariate Maxwellian mixture model to plasma velocity distribution function"Lecture Notes in Artificial Intelligence. 1967. 197-211 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Hatazawa: "Knowledge discovery support from a Meningoencephalitis database using an automatic composition tool for inductive applications"KDD Challenge 2000. 28-33 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] E.Suzuki: "Unified algorithm for undirected discovery of exceptio rules"Lecture Notes in Artificial Intelligence. 1910. 169-180 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] M.Takeda: "Discovering characteristic expressions from literary works : a new text analysis method beyond n-gram statistics and KWIC"Lecture Notes in Artificial Intelligence. 1967. 112-126 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] S.Tsumoto: "Knowledge discovery in clinical databases and evaluation of discovered knowledge in outpatient clinic"Information Sciences. 124. 125-137 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] S.Takano: "Subimage extraction by integer-type wavelet transforms"Proc.IEEE International Conference on Image Processing 2000. 403-406 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] E.Ip: "A data mining system for managing customer relationship"Proc.2000 American Conference on Information Systems. 101-105 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] K.Saito: "Discovery of a set of nominally conditioned polynomials using neural networks, vector quantizers, and decision trees"Lecture Notes in Artificial Intelligence. 1967. 325-329 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] R.Honda: "Data mining system for planetary images-crator detection and categorization-"Proc.International Workshop on Machine Learning of Spatial Knowldge. 103-108 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] O. Maruyama: "Designing views in Hypothesis Creator : System for assisting in discovery"Proc. Second International Conference on Discovery Science, Lecture Notes in Artificial Intelligence, Springer-Verlag. 1721. 115-127 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] K. Fujisawa: "Approximation of Optimal Two-Dimensional Association Rules for Categorical Attributes Using Semidefinite Programming"Proc. Second International Conference on Discovery Science, Lecture Notes in Artificial Intelligence, Springer-Verlag. 1721. 148-159 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] G. Kitagawa: "Smoothness Prior Approach to Explore the Mean Structure in Large Time Series Data"Proc. Second International Conference on Discovery Science, Lecture Notes in Artificial Intelligence, Springer-Verlag. 1721. 230-241 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] S. Morishita: "Parallel branch-and-bound graph search for correlated association rules"Proc. ACM SIGKDD Workshop on Large-Scale Parallel KDD Systems. 5. 25-34 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] R. Nakano: "Discovery of a nominally conditoined polynomials"Proc. Second International Conference on Discovery Science, Lecture Notes in Artificial Intelligence, Springer-Verlag. 1721. 287-298 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] S. Takano: "Automatic detection of geomagnetic sudden commencement using lifting wavelet filters"Proc. Second International Conference on Discovery Science, Lecture Notes in Artificial Intelligence, Springer-Verlag. 1721. 242-251 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] O.Maruyama: "Toward Genomic Hypothesis Creator:View Designer for Discovery" Proc.First International Conference on Discovery Science,Lecture Notes in Artifical Intelligence,Springer-Verlag. 1532. 105-116 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] M.Nose: "Automated detection of Pi2 pulsations using wavelet analysis:1.Method and an application for substorm monitoring" Earth Planets Space. 50. 773-783 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] G.Kitagawa: "Automatic Transaction of Signal via Statistical Model" Proc.First International Conference on Discovery Science,Lecture Notes in Artificial Intelligence,Springer-Verlag. 1532. 375-386 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] S.Morishita: "On classification and regression" Proc.First International Conference on Discovery Science,Lecture Notes in Artifical Intelligence,Springer-Verlag. 1532. 40-57 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Washio: "Discovery of First Principle Equation Based on Scale-Type-Based and Data-Driven Reasoning" Knowledge-Based Systems,Elsevier. 10(7). 403-411 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] K.Niijima: "Discovery of differential equations from numerical data" Proc.First International Conference on Discovery Science,Lecture Notes in Artifical Intelligence.Springer-Verlag. 1532. 40-57 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2021-12-14  

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