• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Study of forecasting system for financial economic data

Research Project

Project/Area Number 23500364
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionThe University of Tokyo (2013)
The Institute of Statistical Mathematics (2011-2012)

Principal Investigator

SATO Seisho  東京大学, 経済学研究科(研究院), 准教授 (60280525)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords時系列予測 / 多変量自己回帰モデル / 分離情報最尤法 / 季節調整法 / 逐次予測 / X12Decomp / AIC最適化 / ビッグデータ / 制限情報最尤法 / 電力需要予測 / 異常値処理
Research Abstract

In this study, I developed a time series forecasting system for financial economic data from given data sets. Separating Information Maximum Likelihood method was used for robust estimating in the first step, then I utilized Vector Autoregressive models for the predicting models which are optimal in the sense of AIC. It is very important for "Big data" era that this system can be applied for large scaled data. A new knowledge discovery is expected when this method is applied for various economic data and business data.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (22 results)

All 2013 2012 2011 Other

All Journal Article (2 results) (of which Peer Reviewed: 1 results) Presentation (20 results)

  • [Journal Article] Separating Information Maximum Likelihood Estimation of the Integrated Volatility and Covariance with Micro-Market Noise2013

    • Author(s)
      Kunitomo, N. and Sato, S.
    • Journal Title

      North American Journal of Economics and Finance

      Volume: - Pages: 282-309

    • DOI

      10.1016/j.najef.2013.02.006

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 日本のマクロ経済統計の課題2011

    • Author(s)
      国友直人, 佐藤整尚
    • Journal Title

      ファイナンス・景気循環の計量分析

      Volume: 第10章 Pages: 259-289

    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] Statistical Analysis of Extremal Tsunamis Occurrence Risk with Levy Processes2013

    • Author(s)
      Chunhang Chen and Seisho Sato
    • Organizer
      シンポジウム「大規模で非定常な時系列・時空間データのモデル化とその推定・検定・予測法の研究」
    • Place of Presentation
      東北大学(宮城県仙台市)
    • Year and Date
      2013-12-06
    • Related Report
      2013 Final Research Report
  • [Presentation] 地域金融機関の業種別貸出と金融機関リスク2013

    • Author(s)
      今喜典, 佐藤整尚
    • Organizer
      統計数理研究所第2回金融シンポジウム
    • Place of Presentation
      学術総合センター(東京都千代田区)
    • Year and Date
      2013-11-05
    • Related Report
      2013 Final Research Report
  • [Presentation] The SIML estimation of volatility and covariance for irregularly spaced, unsynchronized and noisy high frequency data2013

    • Author(s)
      三崎 広海, 国友直人, 佐藤整尚
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Year and Date
      2013-09-09
    • Related Report
      2013 Final Research Report
  • [Presentation] 状態空間モデルによる金融・経済データ解析2013

    • Author(s)
      佐藤整尚
    • Organizer
      大内賞受賞記念シンポジウム
    • Place of Presentation
      国際文化会館(東京都港区)
    • Year and Date
      2013-02-12
    • Related Report
      2013 Final Research Report
  • [Presentation] A Robust Estimation of Integrated Volatility, Covariance and Hedging Coefficients under Non-linear Adjustments, Micro-market Noises and Random Sampling2012

    • Author(s)
      国友直人, 佐藤整尚, 三崎広海
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学(北海道札幌市)
    • Year and Date
      2012-09-11
    • Related Report
      2013 Final Research Report
  • [Presentation] 電力需要データの季節調整について2011

    • Author(s)
      佐藤整尚
    • Organizer
      応用経済時系列研究会
    • Place of Presentation
      同志社大学東京オフィス(東京都千代田区)
    • Year and Date
      2011-11-04
    • Related Report
      2013 Final Research Report
  • [Presentation] Statistical Analysis of Tsunamis with Levy Processes2011

    • Author(s)
      陳春航, 佐藤整尚
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      九州大学(福岡県福岡市)
    • Year and Date
      2011-09-07
    • Related Report
      2013 Final Research Report
  • [Presentation] Web 上での計算サービス2011

    • Author(s)
      佐藤整尚
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      九州大学(福岡県福岡市)
    • Year and Date
      2011-09-06
    • Related Report
      2013 Final Research Report
  • [Presentation] On Improving the Quality of Quarterly GDP in Japan2011

    • Author(s)
      Kunitomo, N. and Sato, S
    • Organizer
      ISI2011
    • Place of Presentation
      コンベンション・センター・ダブリン(アイルランド・ダブリン)
    • Year and Date
      2011-08-24
    • Related Report
      2013 Final Research Report
  • [Presentation] 景気判断と平滑化問題 : GDP 公表値を巡って2011

    • Author(s)
      佐藤整尚, 国友直人
    • Organizer
      応用経済時系列研究会
    • Place of Presentation
      立教大学(東京都豊島区)
    • Year and Date
      2011-06-25
    • Related Report
      2013 Final Research Report
  • [Presentation] Web上での計算サービス2011

    • Author(s)
      佐藤整尚
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Related Report
      2011 Research-status Report
  • [Presentation] On Improving the Quality of Quarterly GDP in Japan2011

    • Author(s)
      Kunitomo, N. and Sato, S.
    • Organizer
      ISI2011
    • Place of Presentation
      ダブリン
    • Related Report
      2011 Research-status Report
  • [Presentation] 電力需要データの季節調整について2011

    • Author(s)
      佐藤整尚
    • Organizer
      応用経済時系列研究会
    • Place of Presentation
      同志社大学東京オフィス
    • Related Report
      2011 Research-status Report
  • [Presentation] Statistical Analysis of Tsunamis with Levy Processes2011

    • Author(s)
      陳春航, 佐藤整尚
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      九州大学
    • Related Report
      2011 Research-status Report
  • [Presentation] 景気判断と平滑化問題:GDP公表値を巡って2011

    • Author(s)
      佐藤整尚, 国友直人
    • Organizer
      応用経済時系列研究会
    • Place of Presentation
      立教大学
    • Related Report
      2011 Research-status Report
  • [Presentation] The SIML estimation of volatility and covariance for irregularly spaced, unsynchronized and noisy high frequency data

    • Author(s)
      三崎 広海、国友 直人、佐藤 整尚
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 地域金融機関の業種別貸出と金融機関リスク

    • Author(s)
      今 喜典、佐藤 整尚
    • Organizer
      統計数理研究所第2回金融シンポジウム
    • Place of Presentation
      学術総合センター(東京都千代田区)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Statistical Analysis of Extremal Tsunamis Occurrence Risk with Levy Processes

    • Author(s)
      Chunhang Chen and Seisho Sato
    • Organizer
      シンポジウム「大規模で非定常な時系列・時空間データのモデル化とその推定・検定・予測法の研究」
    • Place of Presentation
      東北大学(宮城県仙台市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Robust Estimation of Integrated Volatility, Covariance and Hedging Coefficients under Non-linear Adjustments, Micro-market Noises and Random Sampling

    • Author(s)
      国友直人, 佐藤整尚, 三崎広海
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 状態空間モデルによる金融・経済データ解析

    • Author(s)
      佐藤整尚
    • Organizer
      大内賞受賞記念シンポジウム
    • Place of Presentation
      国際文化会館
    • Related Report
      2012 Research-status Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi