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Application of nonparametic methods in ecological statistics

Research Project

Project/Area Number 23700349
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Research Institution防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工学群)

Principal Investigator

MURAKAMI Hidetoshi  防衛大学校(総合教育学群、人文社会科学群、応用科学群、電気情報学群及びシステム工, その他部局等, 講師 (60453677)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2011: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsノンパラメトリック法 / 検定統計量 / 多変量データ / 変化点問題 / ノンパラメトリック統計量 / 2標本問題 / 多標本問題 / 国際情報交換 / イタリア / チェコ / 多変量解析 / 仮説検定 / 数値実験
Research Abstract

In an environmental problem, the ecological statistics attracts attention in Statistics. In ecological statistics, the nonparametric statistical methods are often used to analyze the ecological data. However, by theoretical difficulty, the nonparametric methods for multivariate data had not been studied by many researchers. Therefore, we focused on the testing hypothesis for the univariate and multivariate two-sample problems and the detection of a change-point.
For a change-point problem, we proposed a nonparametric test and analyzed various real data. By a simulation study, the suggested statistic was more accurate than the other statistics. For univariate two-sample problem, we suggested the maxed-type nonparametric test and the modified Wilcoxon rank sum test. For multivariate two-sample problem, we considered various nonparametric rank sum tests based on the Jureckova-Kalina's ranks of distances. The proposed statistics were more powerful than the other nonparametric statistics.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (16 results)

All 2015 2014 2013 2012 Other

All Journal Article (9 results) (of which Peer Reviewed: 9 results) Presentation (6 results) (of which Invited: 1 results) Remarks (1 results)

  • [Journal Article] Power comparison of multivariate Wilcoxon-type tests based on the Jureckova and Kalina's ranks of distances2015

    • Author(s)
      Hidetoshi Murakami
    • Journal Title

      Communications in Statistics - Simulation and Computation

      Volume: 未定 Issue: 8 Pages: 2176-2194

    • DOI

      10.1080/03610918.2013.854905

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] The power of the modified Wilcoxon rank sum test for one-sided alternative2014

    • Author(s)
      Hidetoshi Murakami
    • Journal Title

      Statistics

      Volume: 未定 Issue: 4 Pages: 781-794

    • DOI

      10.1080/02331888.2014.913049

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A randomized Baumgartner statistic for multivariate two-sample testing hypothesis2013

    • Author(s)
      MURAKAMI, Hidetoshi
    • Journal Title

      Journal of Statistical Computation and Simulation

      Volume: 85 Issue: 1 Pages: 189-201

    • DOI

      10.1080/00949655.2013.809087

    • Year and Date
      2013-06-25
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A nonparametric location-scale statistic for detecting a change-point2012

    • Author(s)
      MURAKAMI, Hidetoshi
    • Journal Title

      The International Journal of Advanced Manufacturing Technology

      Volume: 82巻 Pages: 711-728

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A max-type Baumgartner statistic for the two-sample problem and its power comparision.2012

    • Author(s)
      Murakami, Hidetoshi
    • Journal Title

      Journal of Japanese Society of Computational Statistics

      Volume: 25 Pages: 39-49

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] The max-type multivariate two-sample rank statistic based on the Baumgartner statistic.2012

    • Author(s)
      Murakami, Hidetoshi
    • Journal Title

      Proceedings in Computational Statistics

      Volume: 1 Pages: 617-627

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A nonparametric location-scale statistic for detecting a change-point.2012

    • Author(s)
      Murakami, H.
    • Journal Title

      The International Journal of Advanced Manufactuing Technology. 「掲載確定」

      Volume: 未定 Issue: 5-8 Pages: 449-455

    • DOI

      10.1007/s00170-011-3734-3

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] The max-type multivariate two-sample rank statistic based on the Baumgartner statistic

    • Author(s)
      MURAKAMI, Hidetoshi
    • Journal Title

      A Springer Company : Proceedings in Computational Statistics

      Pages: 617-627

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A max-type Baumgartner statistic for the two-sample problem and its powercomparison

    • Author(s)
      MURAKAMI, Hidetoshi
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 25巻 Pages: 39-49

    • NAID

      10031131384

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Presentation] A randomized nonparametric statistic for multivariate multisample testing hypothesis2013

    • Author(s)
      Hidetoshi Murakami
    • Organizer
      The 59th Session of the International Statistical Institute
    • Place of Presentation
      Hong Kong Convention and Exhibition Centre, China
    • Related Report
      2013 Annual Research Report
  • [Presentation] The max-type multivariate two-sample rank statistic based on the Baumgartner statistic.2012

    • Author(s)
      Murakami, Hidetoshi
    • Organizer
      COMPSTAT 2012
    • Place of Presentation
      キプロス
    • Related Report
      2012 Research-status Report
  • [Presentation] ノンパラメトリック統計量における鞍点近似および不偏性について2012

    • Author(s)
      村上秀俊
    • Organizer
      日本数学会
    • Place of Presentation
      九州大学
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] The max-type multivariate two-sample rank statistic based on the Baumgartner Statistic

    • Author(s)
      MURAKAMI, Hidetoshi
    • Organizer
      COMPSTAT2012
    • Related Report
      2013 Final Research Report
  • [Presentation] ノンパラメトリック統計量における鞍点近似および不偏性について

    • Author(s)
      村上秀俊
    • Organizer
      日本数学会特別講演
    • Related Report
      2013 Final Research Report
  • [Presentation] A randomized nonparametric statistic for multivariate multisample testing hypothesis

    • Author(s)
      MURAKAMI, Hidetoshi
    • Organizer
      The 59th Session of the International Statistical Institute
    • Related Report
      2013 Final Research Report
  • [Remarks] 研究業績

    • URL

      http://www1.c3-net.ne.jp/h-murakami/Papers.html

    • Related Report
      2013 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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