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Shrinkage Estimation Theory for Unbiased Estimators of Dependent Observations

Research Project

Project/Area Number 26540015
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionWaseda University

Principal Investigator

Taniguchi Masanobu  早稲田大学, 理工学術院, 教授 (00116625)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords縮小推定量 / 最尤推定量 / 曲確率モデル / ポートフォリオ推測 / 金融時系列モデル / 非線形時系列モデル / 統計数学 / 時系列解析 / 不偏推定量 / 高次の漸近推測理論 / 金融時系列 / ポートフォリオ / 補間子 / 時系列モデル / 最適予測子 / 従属構造
Outline of Final Research Achievements

Introducing a curved probability model,which includes a class of very general nonlinear time series models,we proposed a shrinkage estimator for unknown parameter of the curved probability models. Then we developed the third-order asymptotic estimation theory for the estimator, and provided a sufficient condition for the shrinkage estimator to improve the usualestimators. The results can be applied to the problem of portfolio coefficient estimation. Because the results are very general, we can apply them to a variety of statistical observations generated by multivariate financial time series, multivariate time series regression models and usual mulitivariate models.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (57 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (4 results) Journal Article (15 results) (of which Int'l Joint Research: 5 results,  Acknowledgement Compliant: 8 results,  Peer Reviewed: 11 results,  Open Access: 11 results) Presentation (18 results) (of which Int'l Joint Research: 7 results,  Invited: 11 results) Book (5 results) Remarks (8 results) Funded Workshop (7 results)

  • [Int'l Joint Research] University of Sannio/Department of Law, Economics,(Italy)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Feng Chia University/Department of Statistics(Taiwan)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Sannio/Department of Law, Economics,(Italy)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] Feng Chia University/Department of Statistics(Taiwan)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Asymptotic normality of quadratic forms of martingale differences.2017

    • Author(s)
      Giraitis, L., Taniguchi, M. and Taqqu, M.S.
    • Journal Title

      Stat. Inference Stoch Process.

      Volume: in press Issue: 3 Pages: 315-327

    • DOI

      10.1007/s11203-016-9143-3

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Portfolio estimation for spectral density of categorical time series data.2017

    • Author(s)
      Kato, Solvang H. and Taniguchi, M.
    • Journal Title

      Far East J. theoretical statistics

      Volume: in press

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Microarray analysis using rank order statistics for ARCH residual empirical process.2017

    • Author(s)
      Kato, Solvang H. and Taniguchi, M.
    • Journal Title

      Open Journal of Statistics.

      Volume: 53 Issue: 1 Pages: 19-33

    • DOI

      10.17654/ts053010019

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Discriminant and cluster analysis of possibly high-dimensional time series data by a class of disparities.2017

    • Author(s)
      Liu,Y., Nagahata, H., Uchiyama, H. and Taniguchi, M.
    • Journal Title

      Com. Stat.

      Volume: in press

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adjustments for a class of tests under nonstandard conditions.2017

    • Author(s)
      Monti, A.C. and Taniguchi, M.
    • Journal Title

      Statistica Sinica

      Volume: in press

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Discriminant analysis by quantile regression with application on the climate change problem.2017

    • Author(s)
      Chen, C.W.S., Hsu, Y.T. and Taniguchi, M.
    • Journal Title

      J.Statist. Plan. Inf.

      Volume: 187 Pages: 17-27

    • DOI

      10.1016/j.jspi.2017.02.002

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Granger causality test via Box-Cox transformations.2016

    • Author(s)
      Koike, R., Dou, X., Taniguchi, M. and Xue, Y.
    • Journal Title

      ASTE, Research Institute for Science and Engineering, Waseda University,

      Volume: 13 Pages: 3-18

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] Shrinkage interpolation for stationary processes.2016

    • Author(s)
      Suto, Y. and Taniguchi, M.
    • Journal Title

      ASTE, Research Institute for Science and Engineering, Waseda University,

      Volume: 13 Pages: 35-42

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] Shrinkage interpolation for stationary processes2016

    • Author(s)
      Suto,Y. and Taniguchi, M.*
    • Journal Title

      ASTE, Research Institute for Science and Engineering, Waseda University

      Volume: 13 Pages: 35-42

    • Related Report
      2015 Research-status Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Box-Cox 変換を用いた Granger 因果性検定2016

    • Author(s)
      小池隆之介、Dou Xiaoling, 谷口正信*
    • Journal Title

      ASTE, Research Institute for Science and Engineering, Waseda University

      Volume: 13 Pages: 3-18

    • Related Report
      2015 Research-status Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Asymptotic theory of parameter estimation by a function based on interpolation error2015

    • Author(s)
      Suto, Liu and Taniguchi
    • Journal Title

      Statistical Inference for Stochastic Processes

      Volume: 印刷中 Issue: 1 Pages: 93-110

    • DOI

      10.1007/s11203-015-9116-y

    • Related Report
      2015 Research-status Report 2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] An empirical likelihood approach for symmetric α-stable processes2015

    • Author(s)
      Fumiya Akashi, Yan Liu and Masanobu Taniguchi
    • Journal Title

      Bernoulli

      Volume: 21 Issue: 4 Pages: 2093-2119

    • DOI

      10.3150/14-bej636

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] An empirical likelihood approach for symmetric alpha-stable processes2015

    • Author(s)
      Akashi, F., Liu, Y. and Taniguchi, M.
    • Journal Title

      Bernoulli

      Volume: in press

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 年金運用における共和分検定を用いた最適ポートフォリオの推定2015

    • Author(s)
      岸本桂一、山下隆、谷口正信
    • Journal Title

      ASTE, Research Institute for Science and Engineering, Waseda University, Special Issue " Financial and Pension Mathematical Science"

      Volume: 12 Pages: 45-62

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Shrinkage estimation and prediction for time series2014

    • Author(s)
      Hamada, K. and Taniguchi, M.
    • Journal Title

      ASTE, Research Institute for Science and Engineering, Waseda University, Special Issue " Financial and Pension Mathematical Science"

      Volume: 10 Pages: 3-18

    • NAID

      40020348097

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Local Whittle likelihood approach for L^p-norm spectra2017

    • Author(s)
      Yuji Xue, 谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      首都大学
    • Related Report
      2016 Annual Research Report
  • [Presentation] A frequency domain bootstrap for irregularly spaced spatial data.2017

    • Author(s)
      劉言、 K. Chen, N.H. Chan, 谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      首都大学
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 高次元時系列の sphericity 検定統計量の漸近理論2017

    • Author(s)
      田村百合絵、谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      首都大学
    • Related Report
      2016 Annual Research Report
  • [Presentation] Asymptotic theory of Whittle estimator for high dimensional time series.2017

    • Author(s)
      谷田義行、谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      首都大学
    • Related Report
      2016 Annual Research Report
  • [Presentation] High Order Asymptotic Theory of Shrinkage Estimation for General Statistical Models2016

    • Author(s)
      Taniguchi, M.
    • Organizer
      Invited Talk at New Developments in Econometrics and Time Series
    • Place of Presentation
      University of Carlos III, Madrid, Spain.
    • Year and Date
      2016-10-06
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Theory and Applications in Statistical Science2016

    • Author(s)
      Taniguchi, M.
    • Organizer
      Invited Talk at International Workshop on Financial Time Series and Econometrics
    • Place of Presentation
      Southwest University of Finance and Economics, China
    • Year and Date
      2016-05-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Minimax extrapolation error of predictors.2016

    • Author(s)
      Xue, Y., Liu, Y. and Taniguchi, M.
    • Organizer
      日本数学会
    • Place of Presentation
      筑波大学
    • Year and Date
      2016-03-19
    • Related Report
      2015 Research-status Report
  • [Presentation] Minimax extrapolation error of stationary processes.2016

    • Author(s)
      Liu, Y., Xue, Y. and Taniguchi, M.
    • Organizer
      High Dimensional Statistical Analysis for Time Spatial Processes & Quantile Analysis for Time Series
    • Place of Presentation
      早稲田大学
    • Year and Date
      2016-03-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Shrinkage Estimation and Prediction for Time Series2016

    • Author(s)
      Taniguchi, M.*
    • Organizer
      The 8th International conference of the Thailand Econometric Society
    • Place of Presentation
      Chaing Mai University
    • Year and Date
      2016-01-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] High Order Asymptotic Theory of Shrinkage Estimation for General Statistical Models2016

    • Author(s)
      Taniguchi, M.
    • Organizer
      Invited Talk at University of Milan
    • Place of Presentation
      University of Milan
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Numerical results of analysis of variance for multivariate time series.2016

    • Author(s)
      長播英明、谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      関西大学
    • Related Report
      2016 Annual Research Report
  • [Presentation] Robust interpolation problem in L^p2016

    • Author(s)
      Yujie Xue, 劉言、谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      関西大学
    • Related Report
      2016 Annual Research Report
  • [Presentation] 高次元時系列の Whittle 積分汎関数の漸近理論2016

    • Author(s)
      谷田義行、谷口正信
    • Organizer
      日本数学会
    • Place of Presentation
      関西大学
    • Related Report
      2016 Annual Research Report
  • [Presentation] Shrinkage Estimation and Prediction for Time Series2015

    • Author(s)
      Taniguchi, M.
    • Organizer
      Workshop at Seoul National University on Advances in Time Series Analysis
    • Place of Presentation
      Seoul National University
    • Year and Date
      2015-09-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] (1)Preliminary test estimation for regression models with long-memory disturbance, (2) Jackknifed Whittle estimators2015

    • Author(s)
      Taniguchi, M.
    • Organizer
      Invited Seminar Talk at Institute of Statistical Science
    • Place of Presentation
      Institute of Statistical Science, Academia Sinica, Taiwan
    • Year and Date
      2015-07-23
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Asymptotics of realized volatility with microstructure noise2015

    • Author(s)
      Taniguchi,M.
    • Organizer
      Seminar Talk at National Sun Yat-sen University
    • Place of Presentation
      National Sun Yat-sen University, Taiwan
    • Year and Date
      2015-07-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Shrinkage estimation and prediction for time series2014

    • Author(s)
      Taniguchi, M.
    • Organizer
      Princeton University, Invited Seminar Talk
    • Place of Presentation
      Princeton University, USA
    • Year and Date
      2014-09-22
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Systematic approach for Portmanteau tests in view of Whittle likelihood ratio2014

    • Author(s)
      Taniguchi, M.
    • Organizer
      4th Workshop on " New Developments in Econometrics and Time Series"
    • Place of Presentation
      Institute for Economics and Finance, Rome, Italy
    • Year and Date
      2014-09-11 – 2014-09-12
    • Related Report
      2014 Research-status Report
    • Invited
  • [Book] Statistical Portfolio Estimation"2017

    • Author(s)
      Taniguchi, M., Shiraishi, H., Hirukawa,J., Kato, H.S. and Yamashita, T.
    • Total Pages
      400
    • Publisher
      Chapman & Hall
    • Related Report
      2016 Annual Research Report
  • [Book] 統計科学と金融工学2017

    • Author(s)
      谷口 正信編集
    • Total Pages
      125
    • Publisher
      早稲田大学理工研報告特集号
    • Related Report
      2016 Annual Research Report
  • [Book] Statistical Portfolio Estimation2017

    • Author(s)
      Taniguchi, M., Shiraishi, H., Hirukawa, J., Kato, H.S. and Yamashita, T.
    • Total Pages
      500
    • Publisher
      Chapman & Hall
    • Related Report
      2015 Research-status Report
  • [Book] Special Issue on the "Financial & Pension Mathematical Science"2016

    • Author(s)
      谷口正信(編)
    • Total Pages
      126
    • Publisher
      早稲田大学理工学研究所
    • Related Report
      2015 Research-status Report
  • [Book] Statistical Inference for Financial Engineering2014

    • Author(s)
      Taniguchi, M., Amano, T., Ogata, H. and Taniai, H.
    • Total Pages
      118
    • Publisher
      Springer
    • Related Report
      2014 Research-status Report
  • [Remarks] Waseda International Symposium

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/WIS_ver3.pdf

    • Related Report
      2016 Annual Research Report
  • [Remarks] Hokkaido International Symposium

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/HIS2016_ver5.pdf

    • Related Report
      2016 Annual Research Report
  • [Remarks] Waseda International Symposium

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/Waseda_International_Symposium_2017spring.pdf

    • Related Report
      2016 Annual Research Report
  • [Remarks] Ise-Shima International Seminar

    • URL

      http://www.taniguchi.sci.waseda.jp/Ise-Shima2017program.pdf

    • Related Report
      2016 Annual Research Report
  • [Remarks] Waseda International Symposium

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/2015hokoku/WIS15_final.pdf

    • Related Report
      2015 Research-status Report
  • [Remarks] Waseda International Symposium

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/WIS16_prog&abs.pdf

    • Related Report
      2015 Research-status Report
  • [Remarks] Kumamoto International Symposium

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/KIS16.pdf

    • Related Report
      2015 Research-status Report
  • [Remarks] 科研費・基盤研究 (A) (2011-2014) 報告

    • URL

      http://www.taniguchi.sci.waseda.ac.jp/kakenhoukoku2011.html

    • Related Report
      2014 Research-status Report
  • [Funded Workshop] Ise-Shima International Seminar " High Dimensional Statistical Analysis for Time Spatial Processes & Quantile Analysis for Time Series"2017

    • Place of Presentation
      Ise-Shima Royal Hotel
    • Year and Date
      2017-03-05
    • Related Report
      2016 Annual Research Report
  • [Funded Workshop] Waseda International Symposium "High Dimensional Statistical Analysis for Time Spatial Processes & Quantile Analysis for Time Series"2017

    • Place of Presentation
      Waseda University
    • Year and Date
      2017-02-27
    • Related Report
      2016 Annual Research Report
  • [Funded Workshop] Hokkaido International Symposium "Recent Developments of Statistical Theory in Statistical Science2016

    • Place of Presentation
      Hokkaido University
    • Year and Date
      2016-10-27
    • Related Report
      2016 Annual Research Report
  • [Funded Workshop] Waseda International Symposium " High Dimensional Statistical Analysis for Time Spatial Processes & Quantile Analysis for Time Series"2016

    • Place of Presentation
      Waseda University
    • Year and Date
      2016-10-24
    • Related Report
      2016 Annual Research Report
  • [Funded Workshop] Kumamoto International Symposium "High Dimensional Statistical Analysis & Quantile Analysis for Time Series"2016

    • Place of Presentation
      Kumamoto University
    • Year and Date
      2016-03-03
    • Related Report
      2015 Research-status Report
  • [Funded Workshop] Waseda International Symposium "High Dimensional Statistical Analysis for Time Spatial Processes & Quantile Analysis for Time Series"2016

    • Place of Presentation
      Waseda University
    • Year and Date
      2016-02-29
    • Related Report
      2015 Research-status Report
  • [Funded Workshop] Waseda International Symposium "High Dimensional Statistical Analysis for Spatio-Temporal Processes & Quantile Analysis for Time Series"2015

    • Place of Presentation
      Waseda University
    • Year and Date
      2015-11-09
    • Related Report
      2015 Research-status Report

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Published: 2014-04-04   Modified: 2022-02-28  

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