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

Nonlinear time-series analysis focusing on the background dynamics and its application to financial engineering

Research Project

Project/Area Number 25330280
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionIbaraki University

Principal Investigator

Suzuki Tomoya  茨城大学, 工学部, 准教授 (70408649)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords非線形時系列予測 / 集団型機械学習 / ポートフォリオ理論 / 金融工学 / テクニカル分析 / 複雑系 / 金融情報学 / 集団学習 / カオス理論
Outline of Final Research Achievements

This project had aimed to improve nonlinear time-series analysis and prediction by learning the background dynamics hidden in the observed time-series data as precisely as possible. For this purpose, the time-series data was carefully observed so as not to destroy the background dynamics. However, because it is impossible to completely eliminate prediction errors, we considered them as prediction risks, and proposed how to estimate them beforehand and reduce them effectively. Since this approach based on both the prediction and its risk management can be applied to financial engineering such as the portfolio theory, this project proposed a new framework named "nonlinear financial engineering" as an application of nonlinear dynamical theory.

Report

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

    (40 results)

All 2016 2015 2014 2013 Other

All Journal Article (19 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 18 results,  Open Access: 8 results,  Acknowledgement Compliant: 10 results) Presentation (14 results) (of which Int'l Joint Research: 4 results,  Invited: 2 results) Book (1 results) Remarks (6 results)

  • [Journal Article] Financial Technical Indicator Based on Chaotic Bagging Predictors for Adaptive Stock Selection in Japanese and American Markets2016

    • Author(s)
      Tomoya Suzuki, Yushi Ohkura
    • Journal Title

      Physica A

      Volume: 442 Pages: 50-66

    • DOI

      10.1016/j.physa.2015.08.042

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Nonlinear Time-varying AR-ARCH Model Based on Chaos Prediction Model and its Statistical Significance Tests2015

    • Author(s)
      Tomoya Suzuki, Hajime Onuma
    • Journal Title

      Journal of Communication and Computer

      Volume: 12 Issue: 2 Pages: 79-84

    • DOI

      10.17265/1548-7709/2015.02.006

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Improving Predictive Power and Risk Reduction of Portfolio Models Based on Principal Component Analysis2015

    • Author(s)
      Kazuki Yanagisawa, Tomoya Suzuki
    • Journal Title

      Journal of Signal Processing

      Volume: 19 Issue: 4 Pages: 119-122

    • DOI

      10.2299/jsp.19.119

    • NAID

      130005090473

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Minimizing Prediction Risk for Adaptive Optimization of Embedding Parameters for Noisy and Short Data2015

    • Author(s)
      Megumi Yokouchi, Tomoya Suzuki
    • Journal Title

      Journal of Signal Processing

      Volume: 19 Issue: 4 Pages: 123-126

    • DOI

      10.2299/jsp.19.123

    • NAID

      130005090485

    • ISSN
      1342-6230, 1880-1013
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 金融市場のジャンプに対する反応を利用したテクニカル売買戦略2015

    • Author(s)
      小泉洋八, 鈴木智也
    • Journal Title

      Technical Analysts Journal

      Volume: 2 Pages: 1-11

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 突発的な裁定機会を利用した共和分ペアトレーディング2015

    • Author(s)
      鈴木智也, 成松優
    • Journal Title

      Technical Analysts Journal

      Volume: 2 Pages: 12-22

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 決定論的非線形予測に基づいた時空間テクニカル分析2015

    • Author(s)
      鈴木智也, 林大賀
    • Journal Title

      電子情報通信学会論文誌A

      Volume: J98-A Pages: 237-246

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Small-world Properties Evaluated by Exchanging Network topology2015

    • Author(s)
      Tomoya Suzuki, Kuniaki Ohkura, Masayuki Okazawa
    • Journal Title

      International Journal of Modern Physics C

      Volume: 26 Issue: 11 Pages: 1-18

    • DOI

      10.1142/s0129183115501223

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Application of the Principal Components Analysis to the Nonlinear Portfolio Model2014

    • Author(s)
      Kai Morimoto, Masahiro Saito, Satoshi Inose, Atsushi Kannari, Tomoya Suzuki
    • Journal Title

      Journal of Signal Processing

      Volume: 18 Pages: 177-180

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Bipower Variation を用いた新しいテクニカル指標2014

    • Author(s)
      山田雅章, 鈴木智也
    • Journal Title

      テクニカルアナリストジャーナル

      Volume: 1 Pages: 1-9

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Mean-Variance Portfolio Model Modified by Nonlinear Bagging Predictors2014

    • Author(s)
      Tomoya Suzuki, Kiyoharu Tanaka
    • Journal Title

      Journal of Signal Processing

      Volume: 18 Pages: 283-290

    • NAID

      130004704715

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 時空間決定論的テクニカル分析2014

    • Author(s)
      鈴木智也
    • Journal Title

      テクニカルアナリストジャーナル

      Volume: 1 Pages: 63-78

    • Related Report
      2014 Research-status Report 2013 Research-status Report
  • [Journal Article] Risk Reduction for Nonlinear Prediction and its Application to the Surrogate Data Test2014

    • Author(s)
      Tomoya Suzuki, Kazuya Nakata
    • Journal Title

      Physica D

      Volume: 266 Pages: 1-12

    • DOI

      10.1016/j.physd.2013.08.003

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Long and Short Strategy Based on the Nonlinear DCC Portfolio Model2014

    • Author(s)
      Satoshi Inose, Tomoya Suzuki, Kazuo Yamanaka
    • Journal Title

      Proc. of Int. Symp. on Nonlinear Circuits and Signal Processing

      Volume: 1 Pages: 277-280

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of the Nonlinear Portfolio Model to Foreign Exchange Trading2014

    • Author(s)
      Hirotake Wachi, Satoshi Inose, Tomoya Suzuki
    • Journal Title

      Proc. of Int. Symp. on Nonlinear Circuits and Signal Processing

      Volume: 1 Pages: 225-228

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Automated Trading System Using the Nonlinear Portfolio Model Implemented by Matlab and MetaTrader2014

    • Author(s)
      Thanh Vu Tat, Satoshi Inose, Tomoya Suzuki
    • Journal Title

      Proc. of Int. Symp. on Nonlinear Circuits and Signal Processing

      Volume: 1 Pages: 229-232

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Application of the Principal Components Analysis to the Nonlinear Portfolio Model2014

    • Author(s)
      Kai Morimoto, Masahiro Saito, Satoshi Inose, Atsushi Kannari, Tomoya Suzuki
    • Journal Title

      Proc. of Int. Symp. on Nonlinear Circuits and Signal Processing

      Volume: 1 Pages: 505-508

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] ポートフォリオ構築問題における非線形時系列予測モデルの活用2013

    • Author(s)
      猪瀬悟史,鈴木智也
    • Journal Title

      電子情報通信学会論文誌A

      Volume: J96-A Pages: 410-422

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Nonlinear Portfolio Model and its Rebalance Strategy2013

    • Author(s)
      Satoshi Inose, Tomoya Suzuki, Kazuo Yamanaka
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 4 Pages: 351-364

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Detection of Abnormal Stock Prices with Autoencoder2016

    • Author(s)
      Hiroyuki Gotou, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      Hawai, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Technical Trading Strategy Using the Reaction to Price Jumps in American Stock Market2016

    • Author(s)
      Tokimaru Tsuruta, Hiroya Koizumi, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      Hawai, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evidence of Enhancing Nonlinear Predictability of Stock Price Movements by the Principal Component Analysis2016

    • Author(s)
      Kazuki Yanagisawa, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      Hawai, USA
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Ensemble Neural Networks for Identifying Market Patterns and their Confidence2015

    • Author(s)
      Tomoya Suzuki
    • Organizer
      The IFTA 2015 Annual Conference
    • Place of Presentation
      Tokyo, JAPAN
    • Year and Date
      2015-10-02
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Nonlinear AR-DCC Portfolio Model Considering Liquidity of Imperfect Markets2015

    • Author(s)
      Inose Satoshi, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      マレーシア
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] Nonlinear Time-varying AR-ARCH Model Based on Chaos Prediction Model2015

    • Author(s)
      Hajime Onuma, Tomoya Suzuki:
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      マレーシア
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] Adaptive Optimization of Embedding Parameters by Minimizing Prediction Risk2015

    • Author(s)
      Megumi Yokouchi, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      マレーシア
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] Technical Trading Strategy Using the Reaction to Financial Market Jumps2015

    • Author(s)
      Hiroya Koizumi, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      マレーシア
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] Improving Predictive Power and Risk Reduction of the Portfolio Models Based on Principal Component Analysis2015

    • Author(s)
      Kazuki Yanagisawa, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Circuits and Signal Processing
    • Place of Presentation
      マレーシア
    • Year and Date
      2015-02-28 – 2015-03-02
    • Related Report
      2014 Research-status Report
  • [Presentation] Combinatorial Optimization of Financial Technical Indicators Based on Bayesian Network2014

    • Author(s)
      Haruaki Sakaki, Tomoya Suzuki
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      スイス
    • Year and Date
      2014-09-14 – 2014-09-18
    • Related Report
      2014 Research-status Report
  • [Presentation] Stock Portfolio Optimization Based on Nonlinear Prediction and DCC-GARCH Model2014

    • Author(s)
      Inose Satoshi, Tomoya Suzuki, Kazuo Yamanaka
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      スイス
    • Year and Date
      2014-09-14 – 2014-09-18
    • Related Report
      2014 Research-status Report
  • [Presentation] Spatiotemporal Technical Analyses based on Deterministic Prediction Theory

    • Author(s)
      Tomoya Suzuki
    • Organizer
      The IFTA 2013 Annual Conference
    • Place of Presentation
      San Francisco
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] DCCモデルを適用した非線形ポートフォリオモデルによるロングショート戦略

    • Author(s)
      猪瀬悟史, 鈴木智也, 山中一雄
    • Organizer
      非線形問題研究会(NLP)
    • Place of Presentation
      北海道
    • Related Report
      2013 Research-status Report
  • [Presentation] 非線形ポートフォリオモデルを用いた外国為替自動取引システムの構築

    • Author(s)
      和知宏武, Vu Tat Thanh, 猪瀬悟史, 神成敦, 鈴木智也
    • Organizer
      非線形問題研究会(NLP)
    • Place of Presentation
      北海道
    • Related Report
      2013 Research-status Report
  • [Book] テクニカルアナリスト第2次通信教育講座テキスト第2分冊2016

    • Author(s)
      鈴木智也
    • Total Pages
      144
    • Publisher
      日本テクニカルアナリスト協会
    • Related Report
      2015 Annual Research Report
  • [Remarks] 茨城大学 鈴木智也研究室

    • URL

      http://tsuzuki.ise.ibaraki.ac.jp/TS_lab/

    • Related Report
      2015 Annual Research Report
  • [Remarks] T.Suzuki's Lab.

    • URL

      http://tsuzuki.ise.ibaraki.ac.jp/TS_lab/index_Eng.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] 茨城大学 鈴木研究室

    • URL

      http://tsuzuki.ise.ibaraki.ac.jp/TS_lab/gyouseki.html

    • Related Report
      2014 Research-status Report
  • [Remarks] 茨城大 鈴木智也 のHP

    • URL

      http://tsuzuki.ise.ibaraki.ac.jp

    • Related Report
      2014 Research-status Report
  • [Remarks] 茨城大学 鈴木研究室 (知能数理工学研究室)

    • URL

      http://tsuzuki.ise.ibaraki.ac.jp/TS_lab/index.html

    • Related Report
      2013 Research-status Report
  • [Remarks] T.Suzuki's Lab at Ibaraki Univ.

    • URL

      http://tsuzuki.ise.ibaraki.ac.jp/TS_lab/index_Eng.html

    • Related Report
      2013 Research-status Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi