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Development of methods for analysis of multi dimensional data

Research Project

Project/Area Number 10680327
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionTHE INSTITUTE OF STATISTICAL MATHEMATICS

Principal Investigator

BABA Yasumasa  The Institute of Statistical Math., 統計科学情報センター, 教授 (90000215)

Co-Investigator(Kenkyū-buntansha) TSUCHIYA Takahiro  The Institute of Statistical Math., Assistant Prof., 調査実験解析研究系, 助手 (00270413)
IMAIZUMI Tadashi  Tama University, Prof., 経営情報学部, 教授 (80175215)
MIZUTA Masahiro  Hoddaido University, Center for IMS. Prof., 情報メディア教育研究総合センター, 教授 (70174026)
Project Period (FY) 1998 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 1999: ¥1,600,000 (Direct Cost: ¥1,600,000)
Fiscal Year 1998: ¥1,600,000 (Direct Cost: ¥1,600,000)
Keywordscluster analysis / plane fitting / partition of space / latent structure / principal curves / resampling / simulation / 多次元データ / 射影追跡 / principal curves
Research Abstract

1) Descriptive multi-dimensional analysis and related problems Forced classification Nishisato, S. and Baba, Y. (1999), Behaviometrika, 26 Time dependent principal component analysis Baba, Y. and Nakamura T. (2000) will present their paper at the International Conference on Measurement and Multivariate analysis which will be held at Banff Canada in May 11-14, 2000 Related problem of multinomial distribution model Baba, Y. (1998) reported on clustering method based on multinomial distribution at the 66ィイD1thィエD1 annual meeting of Japan Statistical Society.
2) Curve fitting Mizuta, M. and Baba, Y. (1998) reported on a curve fitting method and its application for discreet data at the 66ィイD1thィエD1 annual meeting of Japan Statistical Society.
3) Multidimensional scaling based on similarity matrix
4) Projection and classification by minimizing loss function
5) Analysis of ranking data by minimizing loss function Nakamura, T. and Baba, Y. (2000) will present a paper on analysis of ranking data by minimizing loss function at the International Conference on Measurement and Multivariate analysis which will be held at Banff Canada in May 11-14, 2000.

Report

(3 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • Research Products

    (17 results)

All Other

All Publications (17 results)

  • [Publications] Nishisato, S. and Baba, Y.: "On contingency projection and forced claaification of dual scaling"Behaviormetrika. 26. 207-219 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 山本義郎・南弘征・水田正弘・佐藤義治: "動的な対散布図のJavaに実装について"計算機統計学. 11. 113-119 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 中村好宏・馬場康雄: "損失関数最小化による多変量データの低次元空間への射影"計算機統計学. 12(印刷中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Hayashi, A. and Baba, Y.: "An analysis of university entrance examination data by using neural network models"Proceedings in Computational Statistics(eds. Payne, R. and Lane, P. ). 45-46 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 中村好宏・馬場康雄・大隅昇: "損失関数最小化よるクラスタリング"第16回日本分類学会研究報告会予稿集. 52-59 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Nakamura, T. and Baba, Y.: "Projection of multivariate data onto lower dimensional space by minimizing loss function (in Japanese)"Bulletin of the Computational Statistics. 12(in press). (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Nishisato, S. and Baba, Y.: "On contingency projection and forced classification of dual scaling"Behaviormatrika. 26. 207-219 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Yamamoto, Y., Minami, H., Mizuta, M. and Sato, Y.: "Dynamic scatterplot matrix and its implementation with Jave (in Japanese)"Bulletin of the Computational Statistic. 11. 113-119 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Hayashi, A. and Baba, Y.: "An analysis of university entrance examination data by using neural network model"Proceedings in Computational Statistics (eds. Payne. R. and lane, P.). 45-46 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Nishisato, S. and Baba Y.: "On contingency Projection and forced classification of dual scaling"Behabiormetrika. 26. 207-219 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 中村好宏、馬場康維: "損失関数最小化による多変量データの低次元空間への射影"計算機統計学. 12(印刷中).

    • Related Report
      1999 Annual Research Report
  • [Publications] Mizuta, M.: "Sliced Inverse Regression with Projection Pursuit"Proceedings of the IX International Symposium on Applied Stochastic Models and Data Analysis. 51-56 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 山本義郎,南弘征,水田正弘,佐藤義治: "動的な対散布図のJavaによる実装について"計算機統計学. 11.2. 113-119 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Hayashi,A.and Baba,Y.: "An Analysis of University Entrance Examination Data by Using Neural Network Models" Proceedings in Computational Statistics,Edited by R.Payne and P.Lane,IACR-Rothamsted. 45-46 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 水田正弘,佐藤義治: "多次元尺度構成法における動的な表示法について" 計算機統計学. 10巻1号. 63-67 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 水田正弘,馬場康維: "離散データ解析における曲線あてはめ法の利用について" 第66回日本統計学会講演報告集. 485-486 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 馬場康維: "多項分布モデルに基づく分類" 第66回日本統計学会講演報告集. 368-369 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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