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New developments on local fitting semiparametric inference

Research Project

Project/Area Number 20500257
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionShimane University

Principal Investigator

NAITO Kanta  Shimane University, 総合理工学部, 准教授 (80304252)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords機械学習 / 生物統計 / 平滑化 / 統計科学 / 歪曲度 / 学習理論
Research Abstract

The research has contributed to the works to clarify theoretical properties of the local fitting semiparametric inferences and its application to biostatistics. The research has progressed according to the research plan previously submitted. The results of research include developing the asymptotic theory of semiparametric smoothing and the selection of smoothing parameters in the semiparametric generalized linear mixed model. As important results in the application to biostatistics, some distributional results of dilatation have been derived under linear and radial mapping models, which have been applied to the analysis of harmonized development of human fetuses.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (27 results)

All 2011 2010 2009 2008 Other

All Journal Article (12 results) (of which Peer Reviewed: 12 results) Presentation (12 results) Book (2 results) Remarks (1 results)

  • [Journal Article] Selection of smoothing parameter for one-step sparse estimates with Lq penalty2011

    • Author(s)
      Masaru Kanba
    • Journal Title

      Journal of Data Sciences

      Volume: (In Press)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of the harmonized growth pattern of fetal organs by multidimensional scaling and hierarchical clustering.2010

    • Author(s)
      Jun Udagawa, Akira Yasuda, Kanta Naito, Hiroki Otani
    • Journal Title

      Congenital Anomalies 50

      Pages: 175-185

    • NAID

      10029578189

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multidimensional standard curve for the development process of human fetuses.2010

    • Author(s)
      Kanta Naito, Jun Udagawa, Hiroki Otani
    • Journal Title

      Statistics in Medicine 29

      Pages: 2235-2245

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A computationally efficient model selection in the generalized linear mixed model.2010

    • Author(s)
      Takuma Yoshida, Masaru Kanba, Kanta Naito
    • Journal Title

      Computational Statistics 25

      Pages: 463-484

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Prediction of multivariate responses with a select number of principal components.2010

    • Author(s)
      Inge Koch, Kanta Naito
    • Journal Title

      Computational Statistics and Data Analysis 54

      Pages: 1791-1807

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of the harmonized growth pattern of fetal organs by multidimensional scaling and hierarchical clustering2010

    • Author(s)
      Jun Udagawa
    • Journal Title

      Congenital Anomalies

      Volume: 50 Pages: 175-185

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multidimensional standard curve for the development process of human fetuses2010

    • Author(s)
      Kanta Naito
    • Journal Title

      Statistics in Medicine

      Volume: 29 Pages: 2235-2245

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bandwidth selection for a data sharpening estimator in nonparametric regression2009

    • Author(s)
      Kanta Naito, Masahiro Yoshizaki
    • Journal Title

      Journal of Multivariate Analysis 100

      Pages: 1465-1486

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Bandwidth selection for a data sharpening estimator innonparametric regression2009

    • Author(s)
      Kanta Naito, Masahiro Yoshi zaki
    • Journal Title

      Journal of Multivariate Analysis (In press)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Selection of smoothing parameter for one-step sparse estimates with Lq penalty.

    • Author(s)
      Masaru Kanba, Kanta Naito
    • Journal Title

      To Appear in Journal of Data Sciences.

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A computationally efficient model selection in the generalized linear mixed model

    • Author(s)
      Takuma Yoshida, Masaru Kanba, Kanta Naito
    • Journal Title

      Computational Statistics (In Press)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prediction of multivariate responses with a select number of principal components

    • Author(s)
      Inge Koch, Kanta Naito
    • Journal Title

      Computational Statistics and Data Analysis (In Press)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] U-ダイバージェンスによる密度推定2010

    • Author(s)
      内藤貫太, 江口真透
    • Organizer
      科研費シンポジウム「計算機支援による統計手法,理論・応用およびその周辺」
    • Place of Presentation
      高知大学
    • Year and Date
      2010-11-27
    • Related Report
      2010 Final Research Report
  • [Presentation] Density Estimation with Minimization of U-divergence2010

    • Author(s)
      内藤貫太
    • Organizer
      科研費シンポジウム「計算機支援による統計手法、理論・応用およびその周辺」
    • Place of Presentation
      高知大学
    • Year and Date
      2010-11-26
    • Related Report
      2010 Annual Research Report
  • [Presentation] Density Estimation with Minimization of U-divergence, Autumn Conference of Korean Statistical Society2010

    • Author(s)
      内藤貫太
    • Organizer
      International Session, Invited Talk
    • Place of Presentation
      Kyonggi University, Korea.
    • Year and Date
      2010-11-06
    • Related Report
      2010 Final Research Report
  • [Presentation] Density Estimation with Minimization of U-divergence2010

    • Author(s)
      Kanta Naito
    • Organizer
      Korean Statistical Society (Autumn Conference)
    • Place of Presentation
      Kyonggi University, Korea(招待講演)
    • Year and Date
      2010-11-06
    • Related Report
      2010 Annual Research Report
  • [Presentation] On the Use of Dilatation in Multivariate Analysis2010

    • Author(s)
      内藤貫太
    • Organizer
      73^<rd> Annual Meeting, Institute of Mathematical Statistics
    • Place of Presentation
      Chalmers,Gothenburg, Sweden.
    • Year and Date
      2010-08-13
    • Related Report
      2010 Final Research Report
  • [Presentation] On the Use of Dilatation in Multivariate Analysis2010

    • Author(s)
      Kanta Naito
    • Organizer
      Institute of Mathematical Statistics, 73^<rd> Annual Meeting
    • Place of Presentation
      Chalmers University, Gothenburg, Sweden
    • Year and Date
      2010-08-13
    • Related Report
      2010 Annual Research Report
  • [Presentation] U-ダイバージェンスによる密度推定2010

    • Author(s)
      内藤貫太, 江口真透
    • Organizer
      研究集会 第12回ノンパラメトリック統計解析とベイズ統計
    • Place of Presentation
      慶応義塾大学
    • Year and Date
      2010-03-29
    • Related Report
      2010 Final Research Report
  • [Presentation] Statistical Analysis for Harmonized development of Systemic Organs in Human Fetuses2009

    • Author(s)
      内藤貫太
    • Organizer
      国際シンポジウム「発生現象の解析」
    • Place of Presentation
      島根大学医学部
    • Year and Date
      2009-10-30
    • Related Report
      2010 Final Research Report
  • [Presentation] Statistical analysis for harmonized development of systemic organs in human fetuses2009

    • Author(s)
      Kanta Naito
    • Organizer
      国際シンポジウム「発生現象の解析」
    • Place of Presentation
      島根大学医学部
    • Year and Date
      2009-10-30
    • Related Report
      2009 Annual Research Report
  • [Presentation] Procrustes Analysisと歪曲度-ヒト胎児の調和的発生-2009

    • Author(s)
      内藤貫太, 宇田川潤, 大谷浩
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      同志社大学(京田辺)
    • Year and Date
      2009-09-08
    • Related Report
      2010 Final Research Report
  • [Presentation] Procrustes Statistics and Maximal Dilatation2008

    • Author(s)
      内藤貫太
    • Organizer
      International Symposium on Mathematical Analyses of Developmental Phenomena
    • Place of Presentation
      Shimane University.
    • Year and Date
      2008-11-23
    • Related Report
      2010 Final Research Report
  • [Presentation] Procrustes Statistics and Maximal Dilatation2008

    • Author(s)
      Kanta Naito
    • Organizer
      International Symposium on Mathematical Analyses of Developmental Phenomena
    • Place of Presentation
      島根大学
    • Year and Date
      2008-11-23
    • Related Report
      2008 Annual Research Report
  • [Book] 医学統計学の辞典(丹後俊郎・小西貞則編集)2010

    • Author(s)
      内藤貫太
    • Publisher
      朝倉書店
    • Related Report
      2010 Final Research Report
  • [Book] 医学統計学の辞典(丹後俊郎・小西貞則編)2010

    • Author(s)
      内藤貫太
    • Total Pages
      6
    • Publisher
      朝倉書店
    • Related Report
      2010 Annual Research Report
  • [Remarks] ホームページ等

    • Related Report
      2010 Final Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

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