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Statistical Analysis of Structure using Latent Variable Model

Research Project

Project/Area Number 15200022
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionNagoya University

Principal Investigator

WAGO Hajime  Nagoya University, Graduate School of Economics, Professor., 大学院経済学研究科, 教授 (00091934)

Co-Investigator(Kenkyū-buntansha) SHIGEMASU Kazuo  University of Tokyo, Dept. of Cognitive and Behavioral Science, Professor., 大学院総合文化研究科, 教授 (90091701)
TERUI Nobuhiko  Tohoku University, Graduate School of Economics, Professor., 大学院経済学研究科, 教授 (50207495)
OMORI Yoshiro  University of Tokyo, Graduate School of Economics, Associate Professor, 大学院経済学研究科, 助教授 (60251188)
KOZUMI Hideo  Kobe University, Grad. Sch. of Business Administration, Professor, 大学院経営学研究科, 教授 (10261273)
WATANABE Toshiaki  Hitotsubashi University, Economic Research Institute, Professor, 経済研究所, 教授 (90254135)
谷崎 久志  神戸大学, 大学院・経済学研究科, 助教授 (60248101)
Project Period (FY) 2003 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥49,400,000 (Direct Cost: ¥38,000,000、Indirect Cost: ¥11,400,000)
Fiscal Year 2006: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Fiscal Year 2005: ¥11,310,000 (Direct Cost: ¥8,700,000、Indirect Cost: ¥2,610,000)
Fiscal Year 2004: ¥13,650,000 (Direct Cost: ¥10,500,000、Indirect Cost: ¥3,150,000)
Fiscal Year 2003: ¥14,950,000 (Direct Cost: ¥11,500,000、Indirect Cost: ¥3,450,000)
Keywordslatent variable model / spatio-temporal model / Bayes estimation / hierarchical model / Markov chain Monte Carlo Method / model selection / panel data analysis / state space model / マルコフ連鎖モンテカルロ法 / マーケッティング・モデル / ダイナック・ファクター・モデル / 多変量GARCHモデル / 隠れマルコフモデル
Research Abstract

In this research, we investigate the latent variable models mainly from the view points of the empirical method of modeling, the Bayesian estimation, and the model comparison. Making use of the Markov chain Monte Carlo (MCMC) method, which is based on simulation, we developed efficient estimation methods and usage of Bayesian statistical models. This is the last period of our four-year-project. We planned to finalize the project by summarizing the each investigator's researches and the research papers submitted in the five international symposiums of this project. We will be searching for the direction of the researches for the future.
In 2006, we held two international symposiums in Japan and a workshop jointly with IAS (Institute for Advanced Studies) of Austria. At the first symposium, in September, we invited five famous foreign researchers, A. C. Harvey, H. van Dijk, A. C. Cameron, C. Meghir, and J. M. Robin. We also had a significant exchange with young researchers who presenting … More excellent research papers at the University of Tokyo. This conference was held under the title of "Recent Development of the Applied Econometrics" jointly with Japan Statistical Association 75'th anniversary Symposium. The second meeting "International Workshop on Bayesian Statistics and Applied Econometrics" was held at Tohoku University in November. We invited six world-known econometricians from abroad. This workshop centered on the topics of the computational method according to the modeling mainly used by Bayes hierarchical model, etc. There were totally 21 presentations given by Geweke, Chib, Poirier, Tsay, Jeriazkov, Tsurumi, and other Japanese researchers. In abroad, "JEuBES 2006, 1^<st> Japanese-European Bayesian Econometrics and Statistics Meeting", which we co-sponsored, was held at IAS in Vienna. 5 group-members from Japan and 13 participants from Europe and the US joined the meeting. The research topics were about Bayes models, the hierarchical structures, and spatial models, etc. In June, four people attended the Valencia international meeting on Bayesian Statistics and in August one attended the Joint Statistical Meeting held at U.S.A. It will be necessary to take into account a common modeling method about many similar models in more complex systems in the future. Less

Report

(5 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • Research Products

    (64 results)

All 2007 2006 2005 2004 Other

All Journal Article (50 results) Book (7 results) Publications (7 results)

  • [Journal Article] Model Choice for Panel Spatial Models : Crime Modeling in Japan2007

    • Author(s)
      Kakamu, K., H. Wago
    • Journal Title

      proceedings of GfKl 2006 conference (forthcoming)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Econometrics handbook2007

    • Author(s)
      T.Minotani, K.Nawata, H.wago
    • Journal Title

      Asakura Publishing (forthcoming)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 打ち切りおよびトランケーションの下でのパラメータ推定に及ぼす切断点の影響評価2006

    • Author(s)
      岩崎 学, 阿部貴行
    • Journal Title

      応用統計学 35

      Pages: 49-60

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Estimation of covariance matrices in fixed and mixed effects linear models2006

    • Author(s)
      T.Kubokawa, M.-T.Tsai
    • Journal Title

      Journal of Multivariate Analysis 97

      Pages: 2242-2261

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] 線形混合モデルと小地域推定応用統計学2006

    • Author(s)
      久保川達也
    • Journal Title

      応用統計学 35-3(forthcoming)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Estimating Heterogeneous Price Thresholds2006

    • Author(s)
      Nobuhiko Terui, Wirawan Dony Dahana
    • Journal Title

      Marketing Science 25-4

      Pages: 384-391

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Price customization using price thresholds estimated from scanner panel data2006

    • Author(s)
      Nobuhiko Terui, Wirawan Dony Dahana
    • Journal Title

      Journal of Interactive Marketing 20-3

      Pages: 58-71

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 景気転換時点の予測2006

    • Author(s)
      大屋幸輔
    • Journal Title

      日経研月報 3月号

      Pages: 12-17

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Stochastic volatility model with leverage : fast likelihood inference2006

    • Author(s)
      Omori, Y., Chib, S., Shephard, N., Nakajima, J.
    • Journal Title

      Journal of Econometrics (forthcoming)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] The influences of random effects on univariate and Bivariate discrete proportional hazards models2006

    • Author(s)
      Omori, Y., Johnson, R.A.
    • Journal Title

      Communications in Statistics-Theory and Methods 35

      Pages: 1757-1764

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Effects of the Bank of Japan's Intervention on Yen/Dollar Exchange Rate Volatility2006

    • Author(s)
      T.Watanabe, K.Harada
    • Journal Title

      Journal of the Japanese and International Economies 20-1

      Pages: 99-111

    • NAID

      120006933666

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Model Choice for Panel Spatial Models : Crime Modeling in Japan,2006

    • Author(s)
      Kakamu, K., H. Wago
    • Journal Title

      Proceedings of GfKI 2006 conference. (Forthcoming)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Effective evaluation of truncation point of parameter estimation under censoring or truncation2006

    • Author(s)
      Iwasaki, M., T. Abe
    • Journal Title

      Aplllied Statistics 35

      Pages: 49-60

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Prediction of Changing Date of Business Conditions2006

    • Author(s)
      Oya, kosuke
    • Journal Title

      Monthly Report of Japanese Economy, March 12-17

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] The influences of random effects on univariate and Bivariate discrete proportional hazards models2006

    • Author(s)
      Omori, Y., Chib, S., Shephard, N., Nakajima, J.
    • Journal Title

      Journal of Econometrics (forthcoming)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] linear mixed model and small area estimate applied statistics2006

    • Author(s)
      T.Kubokawa
    • Journal Title

      Applied Statistics 35-3(forcoming)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] macroeconomics and survey data2006

    • Author(s)
      S.kanoh
    • Journal Title

      Iwanami Publishing

      Pages: 1-238

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] On Least-Squares Bias in the AR(p) Models : Bias Correction Using the Bootstrap Methods2006

    • Author(s)
      H.Tanizaki, S.Hamori, Y.Matsubayashi
    • Journal Title

      Statistical Papers 47-1

      Pages: 109-124

    • NAID

      120000942759

    • Related Report
      2005 Annual Research Report
  • [Journal Article] On Least-Squares Bias in the AR(p)Models : Bias Correction Using the Bootstrap Methods2006

    • Author(s)
      H.Tanizaki, S.Hamori, Y.Matsubayashi
    • Journal Title

      Statistical Papers 47-1

      Pages: 109-124

    • NAID

      120000942759

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Spatial Interaction of Crime Incidents in Japan2005

    • Author(s)
      Kakamu, K., W.Polasek, H.Wago
    • Journal Title

      Proceedings of International Congress on Modeling and Simulations

      Pages: 407-413

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] 景気指標とサーベイデータ2005

    • Author(s)
      加納 悟
    • Journal Title

      日経研月報 11月号

      Pages: 18-24

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Spatial Interaction of Crime Incidents in Japan,2005

    • Author(s)
      Kakamu, K., W.Polasek, H.Wago
    • Journal Title

      Proceedings of International Congress on Modeling and Simulations 407-413

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Business Index and Survey Data2005

    • Author(s)
      Kanoh, Satoru
    • Journal Title

      Monthly Report of Japanese Economy, November 18-24

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] 計量経済分析へのベイズ統計学の応用2005

    • Author(s)
      和合肇, 大森裕浩
    • Journal Title

      ベイズ計量経済分析東洋経済 第1章

      Pages: 1-37

    • Related Report
      2005 Annual Research Report
  • [Journal Article] マルコフ連鎖モンテカルロ法とその応用2005

    • Author(s)
      大森裕浩, 和合肇
    • Journal Title

      ベイズ計量経済分析東洋経済 第2章

      Pages: 39-99

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 景気動向指数の継続時間分析2005

    • Author(s)
      大森裕浩
    • Journal Title

      ベイズ計量経済分析第5章,東洋経済.

      Pages: 151-174

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Less conservative distribution-free confidence intervals and tests for the median2005

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

      Japanese Journal of Biometrics 26-2

      Pages: 65-80

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Bayesian and non-Bayesian analysis of gamma stochastic frontier models by Markov chain Monte Carlo methods2005

    • Author(s)
      Kozumi, H., Zhang, X.
    • Journal Title

      Computational Statistics 20(4)

      Pages: 575-593

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 稀な事象の生起確率に関する統計的推測-Rule of Threeとその周辺-2005

    • Author(s)
      岩崎 学, 吉田清隆
    • Journal Title

      計量生物学 Vol.26,No.2

      Pages: 53-63

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Less conservative distribution-free confidence intervals and tests for the median.2005

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

      Japanese Journal of Biometrics Vol.26,No.2

      Pages: 65-80

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Exact and approximate inferences for an exponential mean from type-I censored data.2005

    • Author(s)
      Abe, T., Iwasaki, M.
    • Journal Title

      Bulletin of Informatics and Cybernetics Vol.37

      Pages: 31-39

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Local model uncertainty and incomplete-data bias2005

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

      Journal of the Royal Statistical Society, Series B Vol.67,No.4

      Pages: 505-506

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 枝分かれ分散分析による変動成分解析2005

    • Author(s)
      山田輝雄, 岩崎 学, 加野象次郎
    • Journal Title

      臨床検査 Vol.49,No.12

      Pages: 1293-1296

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Minimax multivariate empirical Bayes estimators under multicolliearity2005

    • Author(s)
      M.S.Srivastava, T.Kubokawa
    • Journal Title

      Journal of Multivariate Analysis 93

      Pages: 394-416

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A revisit to estimation of the precision matrix of the Wishart distribution.2005

    • Author(s)
      T.Kubokawa
    • Journal Title

      Journal of Statistical Reserach 39-1

      Pages: 97-120

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Estimation of bounded location and scale parameters.2005

    • Author(s)
      T.Kubokawa
    • Journal Title

      Journal of the Japan Statistical Society 35-2

      Pages: 221-249

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Estimation of a mean of a normal distribution with a bounded coefficient of variation2005

    • Author(s)
      T.Kubokawa
    • Journal Title

      Sankhya 67

      Pages: 499-525

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 経験ベイズ信頼区間の漸近補正と小地域推定への応用2005

    • Author(s)
      笹瀬吉隆, 久保川達也
    • Journal Title

      日本統計学会誌 シリーズJ 35-1

      Pages: 27-54

    • Related Report
      2005 Annual Research Report
  • [Journal Article] マルコフ連鎖モンテカルロ法の経済時系列モデルへの応用2005

    • Author(s)
      和合肇
    • Journal Title

      統計科学のフロンティア13巻:計算統計II マルコフ連鎖モンテカルロ法とその周辺(甘利・竹内・竹村・伊庭編) 岩波書店

      Pages: 213-292

    • Related Report
      2005 Annual Research Report
  • [Journal Article] マルコフ連鎖モンテカルロ法とその周辺2005

    • Author(s)
      大森裕浩
    • Journal Title

      統計科学のフロンティア13巻:計算統計II マルコフ連鎖モンテカルロ法とその周辺(甘利・竹内・竹村・伊庭編) 岩波書店

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 密度関数のカーネル推定量におけるバンド幅の選択について:モンテカルロ実験による小標本特性2005

    • Author(s)
      谷崎久志
    • Journal Title

      国民経済雑誌 191-1

      Pages: 59-70

    • NAID

      110001044021

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Measurement of Volatility of Diffusion Processes with Noisy High Frequency Data2005

    • Author(s)
      OYA, Kosuke
    • Journal Title

      Proceedings of International Congress on Modelling and Simulation

      Pages: 940-945

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 経済成長の収束仮説:隠れマルコフ・モデルによる検証2005

    • Author(s)
      中妻照雄
    • Journal Title

      ベイズ計量経済分析-マルコフ連鎖モンテカルロ法とその応用(和合肇編) 東洋経済新報社

      Pages: 175-212

    • Related Report
      2005 Annual Research Report
  • [Journal Article] ベイズ統計学による分析2005

    • Author(s)
      和合肇
    • Journal Title

      経済・経営のための統計学 第9章(牧, 和合他著) 有斐閣

      Pages: 243-284

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Posterior analysis of latent competing risk models by paralle tempering2004

    • Author(s)
      Kozumi, H.
    • Journal Title

      Computational Statistics & Data Analysis 46

      Pages: 441-458

    • Related Report
      2004 Annual Research Report
  • [Journal Article] On Small Sample Properties of Permutation Tests : Independence Test between Two Samples2004

    • Author(s)
      Tanizaki, H.
    • Journal Title

      International Journal of Pure and Applied Mathematics 13

      Pages: 235-243

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A multi-move sampler for estimating non-Gaussian times series models : Comments on Shephard and Pitt (1997)2004

    • Author(s)
      Watanabe, T., Omori, Y.
    • Journal Title

      Biometrika 91

      Pages: 246-248

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Exact inference using variable integrating constant importance distributions2004

    • Author(s)
      Nakatsuma, T., C.Romeo
    • Journal Title

      Computational Economics 23

      Pages: 45-70

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Improved empirical Bayes ridge regression estimators under multicollinearity2004

    • Author(s)
      Kubokawa, T., M.S.Srivastava
    • Journal Title

      Communications in Statistics - Theory and Methods 33

      Pages: 1943-1973

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Bayesian Procrustes Solution2004

    • Author(s)
      Kazuo Shigemasu, Takahiro Hoshino
    • Journal Title

      Behaviormetrika 31

      Pages: 1-13

    • NAID

      110003709189

    • Related Report
      2004 Annual Research Report
  • [Book] 計量経済学ハンドブック2007

    • Author(s)
      箕谷, 縄田, 和合編
    • Publisher
      朝倉書店(forthcoming)
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Book] マクロ経済分析とサーベイデータ2006

    • Author(s)
      加納 悟
    • Total Pages
      238
    • Publisher
      岩波書店
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Book] 統計的データ解析入門 ノンパラメトリック法2006

    • Author(s)
      岩崎 学
    • Total Pages
      126
    • Publisher
      東京図書
    • Related Report
      2005 Annual Research Report
  • [Book] マクロ経済分析とサーベイデータ2006

    • Author(s)
      加納悟
    • Total Pages
      223
    • Publisher
      岩波書店
    • Related Report
      2005 Annual Research Report
  • [Book] ベイズ計量経済分析:マルコフ連鎖モンテカルロ法とその応用2005

    • Author(s)
      和合 肇編著
    • Total Pages
      387
    • Publisher
      東洋経済新報社
    • Related Report
      2005 Annual Research Report
  • [Book] 経済・経営のための統計学2005

    • Author(s)
      牧, 和合他著
    • Total Pages
      367
    • Publisher
      有斐閣
    • Related Report
      2005 Annual Research Report
  • [Book] Computational Methods in Statistics and Econometrics (STATISTICS : textbooks and monographs, Vol.172)2004

    • Author(s)
      Tanizaki, H.
    • Total Pages
      512
    • Publisher
      Mercel Dekker
    • Related Report
      2004 Annual Research Report
  • [Publications] Wago, H.: "Bayesian estimation of smooth transition GARCH model using Gibbs sampling"Mathematics and Computers in Simulation. 64. 63-78 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Tanizaki, H.: "On Regression Models with Autocorrelated Error : Small Sample Properties"International Journal of Pure and Applied Mathematics. 5. 161-175 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Omori, Y.: "Discrete duration model having autoregressive random effects with application to Japanese diffusion index"Journal of the Japan Statistical Society. 33. 1-22 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Watanabe, T., Omori, Y.: "A multi-move sampler for estimating non-Gaussian times series models : Comments on Shephard and Pitt (1997)"Biometrika. 91(Forthcoming). (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Kubokawa, T., M.S.Srivastava: "Estimating the covariance matrix : A new approach"Journal of Multivariate Analysis. 86. 28-47 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Suzuki, A., Hirota, A., Takasawa N., Shigemasu, K.: "Application of the somatic marker hypothesis to individual differences in decision making"Biological Psychology. 65. 81-88 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] Tanizaki, H.: "Computational Methods in Statistics and Econometrics (STATISTICS : textbooks and monographs, Vol.172)"Mercel Dekker. 512 (2004)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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