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Developing the methodology of meta-analysis from a unified perspective

Research Project

Project/Area Number 24500355
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

Henmi Masayuki  統計数理研究所, データ科学研究系, 准教授 (80465921)

Co-Investigator(Renkei-kenkyūsha) YOSHIDA Ryo  統計数理研究所, モデリング研究系, 准教授 (70401263)
YAMASHITA Okito  国際電気通信基礎技術研究所, 脳情報解析研究所, 計算脳イメージング研究室長 (80418516)
TAKENOUCHI Takashi  公立はこだて未来大学, システム情報科学部, 准教授 (50403340)
KAWAKITA Masanori  九州大学, 大学院システム情報科学府, 助教 (90435496)
Research Collaborator COPAS John  
YONEOKA Daisuke  
Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords予測モデル / 回帰モデル / 多変量メタアナリシス / 回帰係数の統合 / 国際研究者交流 / 公表バイアス / 情報幾何 / 国際研究者交流(英国) / 国際研究者交流(英国)
Outline of Final Research Achievements

Meta-analysis is a statistical analysis to obtain stronger evidence by combining statistical results of some studies with the same purpose. In this research, I aimed to develop the methodology of meta-analysis from a unified perspective by considering similar methods to meta-analysis conducted in various research ares as well as medical research, where meta-analysis has been conducted mainly for confirmatory purpose. The main research outcome obtained during the study period includes a method of meta-analysis of regression models for prediction. This method combines regression coefficients by correcting the bias in the case where the sets of covariates (explanatory variables) are different in the studies included in the meta-analysis, and is expected to be applied to many other areas as well as medical research.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (11 results)

All 2015 2014 2013 2012

All Journal Article (3 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (8 results)

  • [Journal Article] Synthesis of clinical prediction models under different sets of covariates with one individual patient data2015

    • Author(s)
      Daisuke Yoneoka, Masayuki Henmi, Norie Sawada and Manami Inoue
    • Journal Title

      BMC Medical Research Methodology

      Volume: 15 Issue: 1 Pages: 101-101

    • DOI

      10.1186/s12874-015-0087-x

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Hessian Structures on Deformed Exponential Families2013

    • Author(s)
      Hiroshi Matsuzoe and Masayuki Henmi
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 8085 Pages: 275-282

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] メタアナリシス入門-医学研究の場合を例として-2013

    • Author(s)
      逸見昌之
    • Journal Title

      システム/情報/制御

      Volume: 第57巻第4号 Pages: 153-159

    • Related Report
      2012 Research-status Report
  • [Presentation] ロジスティック回帰のメタアナリシス2015

    • Author(s)
      米岡 大輔
    • Organizer
      2015年度日本計量生物学会年会
    • Place of Presentation
      京都大学医学部 芝蘭会館
    • Year and Date
      2015-03-12 – 2015-03-13
    • Related Report
      2014 Research-status Report
  • [Presentation] ロジスティック回帰のメタアナリシス~予測モデルへの応用~2014

    • Author(s)
      米岡 大輔
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学本郷キャンパス
    • Year and Date
      2014-09-14 – 2014-09-16
    • Related Report
      2014 Research-status Report
  • [Presentation] Meta-analysis of logistic regression models2014

    • Author(s)
      Masayuki Henmi
    • Organizer
      RSS 2014 International Conference
    • Place of Presentation
      Sheffield, UK
    • Year and Date
      2014-09-01 – 2014-09-04
    • Related Report
      2014 Research-status Report
  • [Presentation] Meta-analysis of logistic regression coefficients for clinical prediction models2014

    • Author(s)
      Daisuke Yoneoka
    • Organizer
      27th International Biometric Conference
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2014-07-06 – 2014-07-11
    • Related Report
      2014 Research-status Report
  • [Presentation] Covariate shift adaptation from a viewpoint of missing data problems2013

    • Author(s)
      Masayuki Henmi
    • Organizer
      RSS 2013 International Conference
    • Place of Presentation
      University of Northumbria, Newcastle, UK
    • Related Report
      2013 Research-status Report
  • [Presentation] Covariate shift adaptation as a missing data problem2012

    • Author(s)
      Masayuki Henmi
    • Organizer
      The 2nd IMS Asia Pacific Rim Meeting
    • Place of Presentation
      Tsukuba International Congress Center (Tsukuba, Japan)
    • Related Report
      2012 Research-status Report
  • [Presentation] Covariate shift adaptation as a missing data problem2012

    • Author(s)
      Masayuki Henmi
    • Organizer
      8th World Congress in Probability and Statistics
    • Place of Presentation
      Grand Cevahir Convention Center (Istanbul, Turkey)
    • Related Report
      2012 Research-status Report
  • [Presentation] Covariate Adjustment in Clinical Trials via Estimated Propensity Scores2012

    • Author(s)
      Masayuki Henmi
    • Organizer
      XXVIth International Biometric Conference
    • Place of Presentation
      Kobe International Conference Center (Kobe, Japan)
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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