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Implementation of decision support systems based on statistical classification/regression models with sparse regularization

Research Project

Project/Area Number 25330049
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

Kawasaki Yoshinori  統計数理研究所, モデリング研究系, 教授 (70249910)

Co-Investigator(Kenkyū-buntansha) Ueki Masao  久留米大学, バイオ統計センター, 講師 (10515860)
Akashi Kentaro  学習院大学, 経済学部, 教授 (50610747)
Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsスパース正則化法 / 分類・パターン認識 / 変数選択 / 変数グルーピング / 高次元交互作用 / リスク解析 / 多重共線性 / 予測モデル / 高次元分割表解析
Outline of Final Research Achievements

We promoted the smooth-threshold estimation equations (STEE) to develop a prediction model with high accuracy even in high dimensional regression problems. In the analysis of bank telemarketing data, STEE as well as other methods like lasso reveals the features of the customers who are likely to subscribe bank deposits. We also conducted comparative study of prediction accuracy among competing methods changing the variable selection methods, with or without grouping. We also worked on Genome Wide Association Study where we developed a variant of STEE, smooth-threshold multivariate genetic prediction model to forecast the personal risk related to a certain disease. Finally we proposed a method to retain multiple rival models where some of the explanatory variables are highly correlated.

Report

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

    (29 results)

All 2016 2015 2014 2013

All Journal Article (6 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 6 results,  Open Access: 1 results,  Acknowledgement Compliant: 2 results) Presentation (21 results) (of which Int'l Joint Research: 5 results,  Invited: 12 results) Book (2 results)

  • [Journal Article] Smooth-threshold multivariate genetic prediction with unbiased model selection2016

    • Author(s)
      Ueki M, Tamiya G
    • Journal Title

      Genetic Epidemiology

      Volume: 40 Issue: 3 Pages: 233-243

    • DOI

      10.1002/gepi.21958

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Sparse predictive modeling for bank telemarketing success using smooth-threshold estimating equations2015

    • Author(s)
      Kawasaki, Y., Ueki, M.
    • Journal Title

      Journal of Japanese Society of Computational Statistics

      Volume: 28 Issue: 1 Pages: 53-66

    • DOI

      10.5183/jjscs.1502003_217

    • NAID

      130005434011

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Immunohistopathological analysis of frizzled-4-positive immature2015

    • Author(s)
      Okamura K, Ohe R, Abe Y, Ueki M, Hozumi Y, Tamiya G, Matsunaga K,
    • Journal Title

      Journal of Dermatological Science

      Volume: 80 Issue: 2 Pages: 156-158

    • DOI

      10.1016/j.jdermsci.2015.07.015

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On the choice of degrees of freedom for testing gene-gene interactions2014

    • Author(s)
      Ueki, M.
    • Journal Title

      Statistics in Medicine

      Volume: 33 Issue: 28 Pages: 4934-4948

    • DOI

      10.1002/sim.6264

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Multiple choice from competing regression models under multicollinearity based on standardized update2013

    • Author(s)
      Ueki, M.and Kawasaki, Y.
    • Journal Title

      Computational Statistics and Data Analysis

      Volume: 63 Pages: 31-41

    • DOI

      10.1016/j.csda.2013.01.019

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Detection of heterogeneous structures on the Gaussian copula model using predictive power entropy2013

    • Author(s)
      Notsu, A., Kawasaki, Y. and Eguchi, S.
    • Journal Title

      ISRN Probability and Statistics

      Volume: 2013 Pages: 1-10

    • DOI

      10.1155/2013/787141

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 超高次元スパース回帰法によるゲノムデータ解析2016

    • Author(s)
      植木優夫, 嶋村海人, 川野秀一, 小西貞則, 田宮元
    • Organizer
      岡山大学IPSR × 九州大学IMI × 理研CSRS シンポジウム 生命データ科学による新たな社会的価値の創造~医療、農業、環境分野における役割と作物設計への応用
    • Place of Presentation
      理化学研究所 横浜キャンパス (神奈川)
    • Year and Date
      2016-02-23
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] ヒトゲノムデータから見た統計科学2016

    • Author(s)
      植木優夫
    • Organizer
      遺伝学と統計学における数理とモデリング
    • Place of Presentation
      政策研究大学院大学 (東京)
    • Year and Date
      2016-01-25
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Multivariate smooth-threshold genetic prediction with unbiased model selection2015

    • Author(s)
      Ueki M, Tamiya G
    • Organizer
      East Asia Regional Biometric Conference 2015
    • Place of Presentation
      Conference Hall, Kyushu University Station-I for Collaborative Research (福岡)
    • Year and Date
      2015-12-20
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Sparse predictive modeling for bank telemarketing success using smooth-threshold estimating equations2015

    • Author(s)
      Kawasaki Y, Ueki M
    • Organizer
      CFE/CMStatistics 2015
    • Place of Presentation
      University of London, Senate House (London)
    • Year and Date
      2015-12-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Smooth-threshold multivariate genetic prediction with unbiased model selection2015

    • Author(s)
      Ueki M, Tamiya G
    • Organizer
      広島統計談話会
    • Place of Presentation
      放射線影響研究所 (広島)
    • Year and Date
      2015-12-04
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 円滑閾値型推定方程式による遺伝的予測2015

    • Author(s)
      植木優夫, 田宮元
    • Organizer
      科研費シンポジウム: 生命科学データ解析の方法論と健康科学への応用
    • Place of Presentation
      東京大学 医科学研究所(東京)
    • Year and Date
      2015-10-16
    • Related Report
      2015 Annual Research Report
  • [Presentation] 円滑閾値型推定方程式による遺伝的予測2015

    • Author(s)
      植木優夫, 田宮元
    • Organizer
      2015年度 統計関連学会連合大会
    • Place of Presentation
      岡山大学 津島キャンパス(岡山)
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] Bayesian generalized fused lasso modeling via NEG distribution2015

    • Author(s)
      嶋村海人, 植木優夫, 小西貞則
    • Organizer
      2015年度 統計関連学会連合大会
    • Place of Presentation
      岡山大学 津島キャンパス(岡山)
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] Scale mixtureを用いたskewed Kalman filterの拡張とその応用2015

    • Author(s)
      栗栖大輔,川崎能典
    • Organizer
      2015年度統計関連学会連合大会
    • Place of Presentation
      岡山大学 津島キャンパス(岡山)
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] Change in trading rules and its impact on the distributional properties of commodity futures2015

    • Author(s)
      Kawasaki Y, Aoki Y
    • Organizer
      Joint Statistical Meeting 2015
    • Place of Presentation
      Washington State Convention Center (Seattle)
    • Year and Date
      2015-08-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Scale mixture of skewed Kalman filter and its application2015

    • Author(s)
      Kawasaki Y, Kurisu D
    • Organizer
      Workshop on Complex Systems Modeling and Estimation Challenges in Big Data 2015
    • Place of Presentation
      The Institute of Statistical Mathematics (Tachikawa)
    • Year and Date
      2015-07-16
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Variable selection and grouping by smooth-threshold estimating equation2015

    • Author(s)
      Kawasaki Y
    • Organizer
      Statistical Computing Asia 2015
    • Place of Presentation
      Institute of Statistical Science, Academia Sinica (Taipei)
    • Year and Date
      2015-07-01
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 円滑閾値型推定方程式によるリスク因子の探索法とその応用2015

    • Author(s)
      川崎能典
    • Organizer
      応用統計学会2015年度年会
    • Place of Presentation
      京都大学芝蘭会館稲森ホール、京都市
    • Year and Date
      2015-03-14
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Choosing multiple good regression models under multicollinearity2014

    • Author(s)
      Ueki, M., Kawasaki, Y.
    • Organizer
      International Statistical Symposium CSA-KSS-JSS Special Invited Sessions
    • Place of Presentation
      National Chiao Tung University, Taipei, Taiwan
    • Year and Date
      2014-12-06
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Predictive modeling in socio-economic data using smooth-thresholding2014

    • Author(s)
      Kawasaki, Y.
    • Organizer
      International Conference on Statistical Analysis of Large Scale High Dimensional Socio-Economic Data
    • Place of Presentation
      Tohoku University, Sendai
    • Year and Date
      2014-11-06 – 2014-11-07
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] ゲノムワイド疾患関連解析における統計的諸問題2014

    • Author(s)
      植木優夫
    • Organizer
      第13回久留米大学バイオ統計学フォーラム
    • Place of Presentation
      JR博多シティ、福岡市
    • Year and Date
      2014-09-26
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Ultrahigh-dimensional variable selection for genome-wide SNP-SNP2014

    • Author(s)
      Ueki, M., Tamiya, G.
    • Organizer
      The 3rd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      Howard International House, Taipei, Taiwan
    • Year and Date
      2014-06-29 – 2014-07-03
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] スパース正則化に基づく変数選択・グルーピングとその応用2014

    • Author(s)
      川崎能典, 植木優夫
    • Organizer
      第8回日本統計学会春季集会
    • Place of Presentation
      同志社大学, 京都市
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Multiple choice from competing regression models under multicollinearity based on standardized update2013

    • Author(s)
      Kawasaki, Y., Ueki, M.
    • Organizer
      Joint Statistical Meeting 2013
    • Place of Presentation
      Palais de Gongres, Montreal, QC, Canada
    • Related Report
      2013 Research-status Report
  • [Presentation] Nonparametric estimation of yield curves with L-spline2013

    • Author(s)
      Kawasaki, Y., Horikoshi, Y.
    • Organizer
      7-th International Conference on Computational and Financial Econometrics (CFE 2013)
    • Place of Presentation
      University of London, London, U.K.
    • Related Report
      2013 Research-status Report
  • [Presentation] 多重共線条件下における複数の回帰モデル選択2013

    • Author(s)
      植木優夫, 川崎能典
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      大阪大学, 大阪市
    • Related Report
      2013 Research-status Report
  • [Book] 時系列分析ハンドブック2016

    • Author(s)
      T. Subbarao, S. Subbarao, C. R. Rao著/北川源四郎,田中勝人,川崎能典監訳
    • Total Pages
      788
    • Publisher
      朝倉書店
    • Related Report
      2015 Annual Research Report
  • [Book] ゲノム医学のための遺伝統計学2015

    • Author(s)
      田宮元、植木優夫、小森理
    • Total Pages
      264
    • Publisher
      共立出版
    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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