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Nonlinear multivariate analysis based on statistical machine learning theory

Research Project

Project/Area Number 24700280
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionThe University of Electro-Communications (2014)
Osaka Prefecture University (2012-2013)

Principal Investigator

KAWANO SHUICHI  電気通信大学, その他の研究科, 准教授 (50611448)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords半教師あり学習 / 関数データ解析 / モデル評価基準 / スパース推定 / 正則化法 / 異分布性 / 機械学習 / 判別分析 / スパース学習 / ベイズ理論 / 高次元データ
Outline of Final Research Achievements

We developed nonlinear statistical methods to extract useful information from high-dimensional diverse data. In particular, we proposed semi-supervised methods that can treat functional data or labeled data and unlabeled data from different sampling distributions, and developed a series of procedures for evaluating and predicting statistical models based on sparse estimation. We applied the proposed methods to datasets in the various fields of research including life science.

Report

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

    (23 results)

All 2014 2013 2012

All Journal Article (12 results) (of which Peer Reviewed: 5 results,  Acknowledgement Compliant: 1 results) Presentation (11 results) (of which Invited: 1 results)

  • [Journal Article] Adaptive basis expansion via l1 trend filtering2014

    • Author(s)
      D. Kim, S. Kawano and Y. Ninomiya
    • Journal Title

      Computational Statistics

      Volume: 29 Issue: 5 Pages: 1005-1023

    • DOI

      10.1007/s00180-013-0477-7

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Selection of tuning parameters in bridge regression models via Bayesian information criterion2014

    • Author(s)
      Shuichi Kawano
    • Journal Title

      Statistical Papers

      Volume: 55 Issue: 4 Pages: 1207-1223

    • DOI

      10.1007/s00362-013-0561-7

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] ロジスティックモデルに対するスパース正則化2014

    • Author(s)
      松井秀俊,川野秀一
    • Journal Title

      日本計算機統計学会第28回大会講演報告集

      Volume: なし Pages: 133-134

    • Related Report
      2014 Annual Research Report
  • [Journal Article] スパース正則化に基づく主成分回帰モデリング2014

    • Author(s)
      川野秀一,藤澤洋徳,高田豊行,城石俊彦
    • Journal Title

      2014年度統計関連学会連合大会講演報告集

      Volume: なし Pages: 248-248

    • Related Report
      2014 Annual Research Report
  • [Journal Article] LASSOによる変数選択のためのAIC2014

    • Author(s)
      二宮嘉行,川野秀一
    • Journal Title

      2014年度統計関連学会連合大会講演報告集

      Volume: なし Pages: 96-96

    • Related Report
      2014 Annual Research Report
  • [Journal Article] モデル平均化法によるBayesian lasso回帰モデリング2014

    • Author(s)
      嶋村海人,川野秀一,小西貞則
    • Journal Title

      日本計算機統計学会第28回シンポジウム講演報告集

      Volume: なし Pages: 27-30

    • NAID

      130005160398

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Semi-supervised logistic discrimination via labeled data and unlabeled data from different sampling distributions2013

    • Author(s)
      Shuichi Kawano
    • Journal Title

      Statistical Analysis and Data Mining

      Volume: 6 Issue: 6 Pages: 472-481

    • DOI

      10.1002/sam.11204

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Bridge回帰モデリングにおけるモデル選択問題2013

    • Author(s)
      川野秀一
    • Journal Title

      日本計算機統計学会第27回シンポジウム講演報告集

      Volume: なし Pages: 181-184

    • Related Report
      2013 Research-status Report
  • [Journal Article] Semi-supervised logistic discrimination for functional data2012

    • Author(s)
      Shuichi Kawano et al.
    • Journal Title

      Bulletin of Informatics and Cybernetics

      Volume: 44 Pages: 1-15

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Adaptive bridge regression modeling and selection of the tuning parameters2012

    • Author(s)
      Shuichi Kawano
    • Journal Title

      Bulletin of Informatics and Cybernetics

      Volume: 44 Pages: 29-39

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 密度比推定に基づく半教師あり識別・判別問題2012

    • Author(s)
      川野秀一
    • Journal Title

      日本計算機統計学会第26回大会講演報告集

      Volume: なし Pages: 79-82

    • Related Report
      2012 Research-status Report
  • [Journal Article] Bridge回帰モデリングとその評価2012

    • Author(s)
      川野秀一
    • Journal Title

      2012年度統計関連学会連合大会講演報告集

      Volume: なし Pages: 312-312

    • Related Report
      2012 Research-status Report
  • [Presentation] モデル平均化法によるBayesian lasso回帰モデリング2014

    • Author(s)
      嶋村海人,川野秀一,小西貞則
    • Organizer
      日本計算機統計学会第28回シンポジウム
    • Place of Presentation
      沖縄科学技術大学院大学(沖縄県・国頭郡)
    • Year and Date
      2014-11-14 – 2014-11-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] スパース正則化に基づく主成分回帰モデリング2014

    • Author(s)
      川野秀一,藤澤洋徳,高田豊行,城石俊彦
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学(東京都・文京区)
    • Year and Date
      2014-09-13 – 2014-09-16
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] LASSOによる変数選択のためのAIC2014

    • Author(s)
      二宮嘉行,川野秀一
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学(東京都・文京区)
    • Year and Date
      2014-09-13 – 2014-09-16
    • Related Report
      2014 Annual Research Report
  • [Presentation] Sparse principal component regression for simultaneous dimension reduction and variable selection2014

    • Author(s)
      Shuichi Kawano, Hironori Fujisawa
    • Organizer
      The 3rd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      台北(台湾)
    • Year and Date
      2014-06-29 – 2014-07-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] AIC-type information criterion for LASSO2014

    • Author(s)
      Yoshiyuki Ninomiya, Shuichi Kawano
    • Organizer
      The 3rd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      台北(台湾)
    • Year and Date
      2014-06-29 – 2014-07-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] ロジスティックモデルに対するスパース正則化2014

    • Author(s)
      松井秀俊,川野秀一
    • Organizer
      日本計算機統計学会第28回大会
    • Place of Presentation
      中央大学(東京都・文京区)
    • Year and Date
      2014-05-17 – 2014-05-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] Bridge回帰モデリングにおけるモデル選択問題2013

    • Author(s)
      川野秀一
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      崇城大学ホール
    • Related Report
      2013 Research-status Report
  • [Presentation] Tuning parameter selection in bridge regression modeling2013

    • Author(s)
      Shuichi Kawano
    • Organizer
      The 2013 Joint Statistical Meetings
    • Place of Presentation
      Palais des congres de Montreal, Canada
    • Related Report
      2013 Research-status Report
  • [Presentation] 密度比推定に基づく半教師あり識別・判別問題2012

    • Author(s)
      川野秀一
    • Organizer
      日本計算機統計学会第26回大会
    • Place of Presentation
      香川県社会福祉総合センター
    • Related Report
      2012 Research-status Report
  • [Presentation] Weighted logistic regression modeling for semi-supervised classification2012

    • Author(s)
      Shuichi Kawano
    • Organizer
      The 2012 Joint Statistical Meetings
    • Place of Presentation
      San Diego Convention Center
    • Related Report
      2012 Research-status Report
  • [Presentation] Bridge回帰モデリングとその評価2012

    • Author(s)
      川野秀一
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report

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

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