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Building new models for spatio-temporal econometrics and thier statistical inference

Research Project

Project/Area Number 17H02508
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Economic statistics
Research InstitutionTohoku University

Principal Investigator

Yajima Yoshihiro  東北大学, 経済学研究科, 客員教授 (70134814)

Co-Investigator(Kenkyū-buntansha) 松田 安昌  東北大学, 経済学研究科, 教授 (10301590)
三浦 良造  一橋大学, その他部局等, 名誉教授 (30107081)
中島 賢太郎  一橋大学, 大学院経営管理研究科, 准教授 (60507698)
Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥14,950,000 (Direct Cost: ¥11,500,000、Indirect Cost: ¥3,450,000)
Fiscal Year 2021: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2020: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2019: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2018: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2017: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Keywords時空間計量経済学 / 時空間統計科学 / 時空間計量ファイナンス / 時空間都市地域経済分析 / 時空間確率場 / 時空間ファイナンスモデル / ネットワーク社会モデル / 時空間統計解析 / 時空間都市・地域経済分析 / ネットワーク社会経済モデル / 時空間都市経済分析 / 時空間統計学 / 計量経済学 / 空間経済学
Outline of Final Research Achievements

In this research, in order to contribute the development of spatio-temporal econometirics, we have constructed new spatio-temporal econometric models, clarified their statistical properties and considered their applicability to analyze empirical spatio-temporal data. First for nonstationary spatio-temporal random fields, we constructed new models and derived their statistical properties. Furthemore we showed their usefulness for analyzing empirical data. Secondly we constructed new models for large spatio-temporal data sets and efficient procedures to analyze them. Thirdly for financial data analysis, we proposed new models that take their spatio-temporal dependency into account of and more robust estimators based on rank statistics than the least squares estimator. Finally for uraban and regional economic analysis, especially network society anlysis, we constructed effective models and applied them to analyze an effect of a regulation for land use on land prices.

Academic Significance and Societal Importance of the Research Achievements

時間的・空間的因果関係あるいは相関関係を同時に考慮した計量経済学モデルの構築、その統計的推測理論さらに実データ解析への有用性に関する研究は洋の東西を問わず数多くないと思われる。このような現状のもとで得られた本研究の成果は、時空間計量経済学の理論的発展に貢献すると考えられる。また実データの解析に関しても、地球温暖化などの環境問題・地震や津波の発生・集中豪雨がもたらす自然災害・COVID-19など感染性疾病の伝播メカニズム・欧州統合や環太平洋経済連携などに象徴される経済のグローバル化・都市の集積メカニズムなど広範な分野への応用が期待できる。

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (59 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (3 results) Journal Article (21 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 17 results,  Open Access: 5 results) Presentation (32 results) (of which Int'l Joint Research: 14 results,  Invited: 16 results) Book (2 results) Funded Workshop (1 results)

  • [Int'l Joint Research] Universita Cattolica del Sacro Curoe(イタリア)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Charles University(チェコ)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Charles University(Prague)(チェコ)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Estimating spatial regression models with sample data-points:A Gibbs sampler solution2022

    • Author(s)
      Giuseppe, Arbia. , Yasumasa,Matsuda. and Junyue, Wu
    • Journal Title

      Spatial Statistics

      Volume: 47 Pages: 568-568

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A threshold extension of spatial dynamic panel model with fixed effects2021

    • Author(s)
      Junyue, Wu. and Yasumasa, Matsuda
    • Journal Title

      Journal of Spatial Econometrics

      Volume: 2 Issue: 1 Pages: 1-30

    • DOI

      10.1007/s43071-021-00008-1

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discussion on Competition for Spatial Statistics for Large Datasets2021

    • Author(s)
      Yasumasa, Matsuda
    • Journal Title

      Journal of Agricultural, Biological and Environmental Statistics

      Volume: 26 Issue: 4 Pages: 612-613

    • DOI

      10.1007/s13253-021-00463-1

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimating the Impact of Land Use Regulation on Land Price:At the Kink of Building Height Limits in Fukuoka2021

    • Author(s)
      Kentaro Nakajima and Keisuke, Takano
    • Journal Title

      RIETI Working Paper Series

      Volume: 21-Eー88 Pages: 1-17

    • Related Report
      2021 Annual Research Report
    • Open Access
  • [Journal Article] From Samurai to Skyscrapers:How Histrorical Lot Fragmentation Shapes Tokyo2021

    • Author(s)
      Junichi, Yamasaki., Kentaro, Nakajima and Kensuke,Teshima
    • Journal Title

      TDB-CAREE Discussion Paper Series

      Volume: E-2020-02 Pages: 1-81

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] Consumption Access and Agglomeration:Evidence from Smartphone Data2021

    • Author(s)
      Yuhei,Miyauchi ., Kentaro, Nakajima and Stephen, Redding
    • Journal Title

      NBER Working Paper

      Volume: 28497 Pages: 1-55

    • DOI

      10.3386/w2489

    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] Spatial extension of generalized autoregressive conditional heteroskedasticity models2020

    • Author(s)
      Takaki Sato and Yasumasa Matsuda
    • Journal Title

      Spatial Economic Analysis

      Volume: 16 Issue: 2 Pages: 1742-1780

    • DOI

      10.1080/17421772.2020.1742929

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Log-periodogram regression of two-dimensional intrinsic stationary ranodm fields2020

    • Author(s)
      Yoshihiro,Yajima and Yasumasa, Matsuda.
    • Journal Title

      Japanese Journal of Statistics and Data Science

      Volume: 3 Issue: 1 Pages: 333-347

    • DOI

      10.1007/s42081-020-00078-9

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Special feature:Spatial Statistics2020

    • Author(s)
      Yasumasa, Matsuda
    • Journal Title

      Japanese Journal of Statstics and Data Science

      Volume: 3 Issue: 1 Pages: 103-105

    • DOI

      10.1007/s42081-020-00081-0

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation of regional variations in healthcare utilization2020

    • Author(s)
      Ibuka Yoko、Matsuda Yasumasa、Shoji Keishi、Ishigaki Tsukasa
    • Journal Title

      Japanese Journal of Statistics and Data Science

      Volume: 3 Issue: 1 Pages: 349-365

    • DOI

      10.1007/s42081-020-00082-z

    • NAID

      210000159752

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 連続時間ARMAモデルの理論と応用2020

    • Author(s)
      松田安昌
    • Journal Title

      日本統計学会和文誌

      Volume: 49 Pages: 1-16

    • NAID

      130007949596

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spatial GARCH models.2020

    • Author(s)
      Sato,T. and Matsuda,Y.
    • Journal Title

      Spatial Economic Analysis

      Volume: -

    • NAID

      120006452666

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Aggromeration Economies in Vietnam:A Firm-Level Approach2019

    • Author(s)
      Toshitake, Gokan., Ikuo, Kuroiwa and Kentaro,Nakajima.
    • Journal Title

      Journal of Asian Econoimics

      Volume: 62 Pages: 52-54

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 直接投資が国内の地域雇用に及ぼす影響2019

    • Author(s)
      清田耕造、滝澤美穂、中島賢太郎
    • Journal Title

      RIETI Discussion Paper

      Volume: 19-J-038 Pages: 1-24

    • Related Report
      2019 Annual Research Report
    • Open Access
  • [Journal Article] 知的生産活動の経済空間2019

    • Author(s)
      中島賢太郎
    • Journal Title

      現代経済学の潮流2019

      Volume: 2019 Pages: 127-148

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Localization of Collaboration in Knowledge Creation2019

    • Author(s)
      Inoue,H. Nakajima,K. and Sato, Y.U.
    • Journal Title

      The Annals of Regional Science

      Volume: 62 Pages: 119-140

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Agglomeration economies in Vietnam: A firm-level analysis2019

    • Author(s)
      Gokan Toshitaka、Kuroiwa Ikuo、Nakajima Kentaro
    • Journal Title

      Journal of Asian Economics

      Volume: ー Pages: 1-32

    • DOI

      10.1016/j.asieco.2019.03.002

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Locally stationary spatio-temporal processes2018

    • Author(s)
      Matsuda, Y. and Yajima, Y.
    • Journal Title

      apanese Journal of Statistics and Data Science

      Volume: 1 Issue: 1 Pages: 1-17

    • DOI

      10.1007/s42081-018-0003-9

    • NAID

      210000171296

    • Related Report
      2018 Annual Research Report 2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Localization of knowledge-creating establishments2017

    • Author(s)
      Inoue,H.,Nakajima,K. and Saito,Y.U.
    • Journal Title

      Japan and the World Economy

      Volume: 43 Pages: 23-29

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Spatial Autoregressive Conditional Hetroskedastic models2017

    • Author(s)
      Sato,T. and Matsuda,Y.
    • Journal Title

      J.Japan.Statist.Soc.

      Volume: 47

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Continuous autoregressive moving average random fields on Rn2017

    • Author(s)
      Brockwell,P. and Matsuda,Y.
    • Journal Title

      J.Roy. Statistit. Soc., Ser.B.

      Volume: 79 Pages: 833-857

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Presentation] Dynamic panel analysis of subjective well-being in the COVID-19 outbreak in Japan2022

    • Author(s)
      Takai,Sato. Anqi, Li. and Yasumasa, Matsuda
    • Organizer
      Symposium of Yotta Informatics-Research Platform for Yotta-Scale Data Science
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatial analysis of subjective well-being in Japan. Is civic capital associated with happiness? associated with happiness?2022

    • Author(s)
      Takai,Sato. and Yasumasa, Matsuda
    • Organizer
      NTU-Tohoku Symposium on AI and Human Studies
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 時空間統計解析の現状と将来への展望2021

    • Author(s)
      矢島 美寛
    • Organizer
      応用統計学会年会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] On semiparametric estimation for two-dimensional ISRF's2021

    • Author(s)
      Yoshihiro, Yajima
    • Organizer
      The XV World Conference of Spatial Econometrics Association
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Dynamic Panel Models for Multilevel Dataset with Applications to Japanese Happiness Surveys2021

    • Author(s)
      Takaki,Sato. and Yasumasa, Matsuda
    • Organizer
      The XV World Conference of Spatial Econometric Association
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] コロナ禍の賃貸不動産市場の時空間分析2021

    • Author(s)
      松田安昌
    • Organizer
      国内実験家のためのデータ駆動科学オンラインセミナー
    • Related Report
      2021 Annual Research Report
  • [Presentation] Functional regression models for spatio-temporal data2021

    • Author(s)
      Yasumasa, Matsuda
    • Organizer
      TRANSDICIPLINARY ECONOMETRICS & Data Science Seminar
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] On estimation of intrinsically random fields2020

    • Author(s)
      Yoshihiro, Yajima
    • Organizer
      科研費シンポジウム Recent Progress in Spatial and/or Spatio-temporal Data Analysis
    • Related Report
      2020 Annual Research Report
  • [Presentation] 社会科学における空間データ分析と幸福度研究への応用2020

    • Author(s)
      松田 安昌
    • Organizer
      国内実験家のためのデータ駆動科学オンラインセミナー
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Space time ARMA models2020

    • Author(s)
      松田安昌
    • Organizer
      科研費シンポジウム Recent Progress in Spatial and/or Spatio-temporal Data Analysis
    • Related Report
      2020 Annual Research Report
  • [Presentation] 時空間ARMA モデル2020

    • Author(s)
      松田安昌
    • Organizer
      東京大学応用統計ワークショップ
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 多変量空間MAモデル2020

    • Author(s)
      佐藤宇樹、 松田安昌
    • Organizer
      統計関連学会連合大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] On Gaussian semiparametric estimation of two-dimensional intrinsically stationary random fields2019

    • Author(s)
      Yoshihiro,Yajima
    • Organizer
      International Statistical Institute The 62th World Statistics Congress at Kuala Lampur
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Jensen's alpha in the CAPM market model from the viewpoints of asymptotic accuracy of estimation of beta and of asymmetry of residual distributions2019

    • Author(s)
      Ryozo, Miura. and Navruzbek, Karamatov.
    • Organizer
      INPROFORUM 2019, South Bohemia Univerity
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A market model with errror terms following symmetric-asymmetric distribution family and decomposition of Jensen's Alpha2019

    • Author(s)
      Ryozo, Miura. and Navruzbek, Karamatov.
    • Organizer
      日本統計関連学会連合大会 於.滋賀大学
    • Related Report
      2019 Annual Research Report
  • [Presentation] 実証都市経済学2019

    • Author(s)
      中島賢太郎
    • Organizer
      統計数理研究所セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Identifying neighborhood effects among firms: Evidence from the location lotteries of th Tokyo Tsukiji Fish Market2019

    • Author(s)
      中島賢太郎
    • Organizer
      横浜国立大学近経セミナー
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Bivariate Continous ARMA random fields2019

    • Author(s)
      Matsuda、Y.
    • Organizer
      Lilac International Conference on Application of Statistics, at Harbin Institute of Technology, China
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Spatial extension of GARCH models for high-dimensional financial time series2019

    • Author(s)
      Sato,T. and Matsuda,Y.
    • Organizer
      International Statistical Institute The 62th World Statistics COngress at Kuala Lumpur
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bivariate CARMA random fields.2019

    • Author(s)
      Matusda,M.
    • Organizer
      Risk and Statistics 2nd ISM-UUlm joint Workshop at Ulm University, Germany
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Spatial GARCH Models2018

    • Author(s)
      Sato, T. and Matsuda,Y.
    • Organizer
      12th World Conference of the Spatial Econometrics Association(Vienna)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatial modelling of volatility matrices for high-dimensional time series2018

    • Author(s)
      Matsuda,Y. and Yajima,Y.
    • Organizer
      Data Science Workshop at KAUST(Saudi Arabia)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Gaussian semiparametric estimation for ISRF's2018

    • Author(s)
      Yajima,Y. and Matsuda,Y.
    • Organizer
      Data Science Workshop at KAUST(Saudi Arabia)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Spatio-temporal extension of ARCH models.2018

    • Author(s)
      Matsuda,Y.
    • Organizer
      regular seminar in Charles University(the Czech Republic)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 時空間ARCHモデル2018

    • Author(s)
      佐藤宇樹・松田安昌
    • Organizer
      統計関連学会連合大会(中央大学)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 都市とイノベーション2018

    • Author(s)
      Nakajima,K.
    • Organizer
      日本経済学会秋季大会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Identifying neighborhood effects among firms: Evidence from the location lotteries of the Tokyo Tsukiji Fish Market2018

    • Author(s)
      Nakajima,K.
    • Organizer
      Society of Economics Dynamics Annual Meeting
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An overview of spatio-temporal statistical analysis2017

    • Author(s)
      矢島 美寛
    • Organizer
      日本経済学会2017年度春季大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] ミクロ立地データを用いた集積検出とその応用2017

    • Author(s)
      中島 賢太郎
    • Organizer
      日本経済学会2017年度春季大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Spatio-temporal CARMA models2017

    • Author(s)
      Y.Matsuda
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Spatial Autoregressive Conditional Hetroskedasticity Models2017

    • Author(s)
      Sato,T. and Matsuda, Y.
    • Organizer
      11th World Congress of the Spatial Econometrics Association
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Spatial CAPM and spatial model for international stock markets2017

    • Author(s)
      Ryozo Miura
    • Organizer
      Workshop on spatial and spatio-temporal data analysis ,2017 at Tohoku University
    • Related Report
      2017 Annual Research Report
  • [Book] 時空間統計解析2019

    • Author(s)
      矢島美寛・田中潮
    • Total Pages
      256
    • Publisher
      共立出版株式会社
    • ISBN
      9784320113527
    • Related Report
      2019 Annual Research Report
  • [Book] 時空間統計解析2019

    • Author(s)
      矢島美寛・田中潮
    • Total Pages
      272
    • Publisher
      共立出版
    • Related Report
      2018 Annual Research Report
  • [Funded Workshop] Workshop on[ Recent Progress in[ Time Series:in honour of Professer Peter M.Robinson2019

    • Related Report
      2019 Annual Research Report

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Published: 2017-04-28   Modified: 2023-01-30  

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