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2010 Fiscal Year Final Research Report

Complex System Based Mathematical Analysis of Non-normal Distribution Family and Stochastic Differential Equation and Their Applications to Risk Management

Research Project

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Project/Area Number 19510164
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionKurume University

Principal Investigator

TAN Kangrong  Kurume University, 経済学部, 教授 (70368968)

Co-Investigator(Kenkyū-buntansha) HARADA Kouhei  久留米大学, 経済学部, 教授 (30091359)
TANIGUCHI Takeshi  久留米大学, 文学部, 教授 (00102096)
Project Period (FY) 2007 – 2010
Keywordsモデリング / リスク管理 / 確率微分方程式 / 複雑系 / 非正規分布族
Research Abstract

This research aims to study the mathematical properties of non-normal distribution family, in some cases which is diffused with a nonlinear time factor, and the non-Brownian motion based Stochastic Differential Equation (SDE), and their applications. Mainly, the following theories or applications have been studied and developed. 1)Identification of a stochastic process based upon mixture distribution family, or non-normal distribution family ; 2)Analysis of tail distribution based upon mixture distribution family and the Importance Sampling Method under the non-normal phenomena, such as, heavy-tail distributions ; 3)Analysis of behavior of SDEs theoretically and numerically, such as a SDE having a jump factor. In our studies, statistical methods and complex system based genetic methods have been applied to parameter optimization.

  • Research Products

    (43 results)

All 2011 2010 2009 2008 2007 Other

All Journal Article (28 results) (of which Peer Reviewed: 22 results) Presentation (12 results) Book (2 results) Remarks (1 results)

  • [Journal Article] Estimation of Portfolio Return and the Value at Risk based upon a Class of Gaussian Mixture Distributions, Proc.2011

    • Author(s)
      Kangrong Tan, Meifen Chu
    • Journal Title

      of Global Conference on Business and Finance 2011 Vol.6,No.1

      Pages: 651-655

    • Peer Reviewed
  • [Journal Article] The Existence and Exponential Behavior of Solutions to Stochastic delay Evolution Equations with a Fractional Brownian Motion2011

    • Author(s)
      Takeshi Taniguchi
    • Journal Title

      Nonlinear Analysis

      Pages: 1-14

    • Peer Reviewed
  • [Journal Article] On the mode of a Convo-lution Density of the Scaled Normal and Pearson Type VII Distributions2011

    • Author(s)
      譚康融
    • Journal Title

      Theoretical Advances and Applications in Operations Research

      Pages: 17-31

    • Peer Reviewed
  • [Journal Article] Estimation of Portfolio Return and Vlue at Risk Using a Class of Gaussian Mixture Distributions2011

    • Author(s)
      Kangrong Tan, Meifen Chu
    • Journal Title

      The International Journal of Business and Finance Research (to appear)

    • Peer Reviewed
  • [Journal Article] Analysis of Statistical Properties of Ranges and its Application to Estimation of Corporate Status2010

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Proceedings of Artificial Intelligence and Applications(AIA 2010)

      Pages: 37-42

    • Peer Reviewed
  • [Journal Article] Estimation of Jump Diffusion Processes of Time Series based on Functional Approximations by the Genetic Methods and its Applications2010

    • Author(s)
      Kangrong Tan, Makoto Nakanishi, Show Tokinaga
    • Journal Title

      Journal of Political Economy Vol.75

      Pages: 93-111

    • Peer Reviewed
  • [Journal Article] Existence and Asymptotic Behavior of Solutions to Weakly Damped Wave Equations of Kirchhoff Type with Nonlinear Damping and Source Terms2010

    • Author(s)
      Takeshi Taniguchi
    • Journal Title

      Journal of Mathematical Analysis and Applications Vol.361

      Pages: 566-578

    • Peer Reviewed
  • [Journal Article] 遺伝的プログラミングによる方程式近似に基づく粒子フィルタを用いた債券格付遷移の推定2010

    • Author(s)
      時永祥三、譚康融
    • Journal Title

      経済学研究 76巻

      Pages: 67-81

    • Peer Reviewed
  • [Journal Article] The Existence and Asymptotic Behavior of Solutions to Non-Lipschitz Stochastic Functional Evolutional Equations Driven Poisson Jumps2010

    • Author(s)
      Takeshi Taniguchi
    • Journal Title

      Journal of Stochastics Vol.82,No.4

      Pages: 339-363

    • Peer Reviewed
  • [Journal Article] Analysis of the Damages of the Financial Crisis 2008 on the Financial State of Japanese Listed Firms and Stock Market Performance2010

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Proceedings of Global Conference on Business and Finance Vol.5,No.1

      Pages: 665-672

    • Peer Reviewed
  • [Journal Article] 遺伝的プログラミングによる方程式近似に基づく粒子フィルタを用いた時系列からの状態推定とその変動抑制への応用2010

    • Author(s)
      時永祥三、譚康融
    • Journal Title

      電子情報学会論文誌(A) J93-A(11)

      Pages: 739-755

    • Peer Reviewed
  • [Journal Article] Analysis of Rare Events Using Importance Sampling based on the Distributions Optimized by the Genetic Methods, Proc.2010

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      of International Conference on Management Science and Information Engineering 2010 Volume3

      Pages: 375-378

    • Peer Reviewed
  • [Journal Article] The Existence and Uniqueness For Non-Lipschitz Stochastic Neutral Delay Evolution Equations Driven By Poisson Jumps2009

    • Author(s)
      Jiaowan Luo, Takeshi Taniguchi
    • Journal Title

      Stochastics and Dynamics Vol.9,No.1

      Pages: 135-152

    • Peer Reviewed
  • [Journal Article] Identification of Stochastic Process Based Upon Genetic Algorithm2009

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Technical Report(IEICE) Vol.108,No.456,AI2008-85

      Pages: 123-128

  • [Journal Article] 遺伝的手法による関数近似を用いた時系列におけるジャンプ過程の推定とその予測と最適化への応用2009

    • Author(s)
      譚康融、中西一、時永祥三
    • Journal Title

      経済学研究 75巻,第5・6合併号

      Pages: 93-112

    • Peer Reviewed
  • [Journal Article] MCMC法による収益率の混合分布の推定およびその応用2009

    • Author(s)
      譚康融、時永祥三
    • Journal Title

      日本オペレーションズ・リサーチ学会春季研究発表会アブストラクト集

      Pages: 72-73

  • [Journal Article] The Existence and Uniqueness of Energy Solutions to Local Non-Lipschitz Stochastic Evolution Equations2009

    • Author(s)
      Takeshi Taniguchi
    • Journal Title

      Journal of Mathematical Analysis and Applications Vol.360

      Pages: 245-253

    • Peer Reviewed
  • [Journal Article] The Existence and Asymptotic Behavior of Mild Solutions to Stochastic Evolution Equations with Infinite Delays Driven by Poisson Jumps2009

    • Author(s)
      Takeshi Taniguchi, Jiaowan Luo
    • Journal Title

      Journal of Stochastics and Dynamics Vol.9,No.2

      Pages: 217-229

    • Peer Reviewed
  • [Journal Article] 遺伝的プログラミングによる方程式近似に基づく粒子フィルタを用いた状態推定とその時系列変動抑制への応用2009

    • Author(s)
      譚康融、時永祥三
    • Journal Title

      電子情報通信学会技術研究報告(非線形問題) NLP109(167)

      Pages: 21-26

  • [Journal Article] 複雑系ツール・非正規分布族モデリング手法のマーケティングおよびリスク管理への適用2009

    • Author(s)
      譚康融
    • Journal Title

      産業経済研究 Vol.49、No.4

      Pages: 73-105

  • [Journal Article] Order Statistics and Their Applications to Quantitative Finance2008

    • Author(s)
      Kangrong Tan, Kouhei Harada
    • Journal Title

      産業経済研究 Vol.48、No.4

      Pages: 69-90

  • [Journal Article] An Approximation of Returns Distribution Based upon GA Optimized Mixture Distribution and Its Applications2007

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Proceedings of CIRAS2007

      Pages: 307-312

    • Peer Reviewed
  • [Journal Article] Approximating Probability Distribution Function based upon Mixture Distribution Optimized by Genetic Algorithm and Its Application to Tail Distribution Analysis using Importance Sampling Method2007

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Journal of Political Economy Vol.74,No.1

      Pages: 183-196

    • Peer Reviewed
  • [Journal Article] Genetic Algorithm-based Parameter Optimization of Tsallis Distribution and Its Application to Financial Markets2007

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Proceedings of NOTLA2007

    • Peer Reviewed
  • [Journal Article] Improved Estimation of Tail Distribution of Link Delays by Using Networks Tomography based on the Genetic Programming and the Importance Sampling2007

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Journal Title

      Journal of Political Economy Vol.73,No.56

      Pages: 57-76

    • Peer Reviewed
  • [Journal Article] The Exponential Stability for Neutral Stochastic Delay Partial Differential Equations2007

    • Author(s)
      Takeshi Taniguchi, T.Caraballo, J.Real
    • Journal Title

      Discrete Continuous Dynamical Systems, AIM Vol.18

      Pages: 295-313

    • Peer Reviewed
  • [Journal Article] The Exponential Stability for Stochastic Delay Partial Differential Equations2007

    • Author(s)
      Takeshi Taniguchi
    • Journal Title

      Journal of Mathematical Analysis and Applications Vol.331

      Pages: 191-205

    • Peer Reviewed
  • [Journal Article] Some Statistical Properties of Mixture Distribution and Its Applications to Monte Carlo Simulation and Particle Filter2007

    • Author(s)
      譚康融
    • Journal Title

      産業経済研究 Vol.48、No.2

      Pages: 161-179

  • [Presentation] Analysis of Rare Events Using Importance Sampling based on the Distributions Optimized by the Genetic Methods2010

    • Author(s)
      Kangrong Tan, Shozo Tokinaga
    • Organizer
      IEEE 2010 International Conference on Management Science and Information Engineering
    • Place of Presentation
      Zhenzhou, China
    • Year and Date
      2010-12-18
  • [Presentation] トモグラフィ手法による確率密度関数の分解推定を用いた株価収益率の要因分析2010

    • Author(s)
      譚康融、時永祥三
    • Organizer
      電子情報通信学会、情報処理学会
    • Place of Presentation
      長崎県勤労福祉会館
    • Year and Date
      2010-09-02
  • [Presentation] 遺伝的プログラミングによる方程式近似に基づく粒子フィルタを用いた債券格付遷移の推定とその応用2009

    • Author(s)
      譚康融、時永祥三
    • Organizer
      情報処理学会
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-12-17
  • [Presentation] State Estimation by using Particle Filters based on Equation Approximations with the Genetic Programming and its Applications to Suppression of Fluctuations of Time Series2009

    • Author(s)
      譚康融
    • Organizer
      電子情報学会非線形現象研究会
    • Place of Presentation
      ヨンデンプランザ
    • Year and Date
      2009-08-03
  • [Presentation] MCMC法による株価収益率分布の混合モデルの推定およびその応用2008

    • Author(s)
      譚康融
    • Organizer
      OR学会九州支部研究会での講演
    • Place of Presentation
      福岡大学
    • Year and Date
      2008-12-06
  • [Presentation] 株価変動・リスク計測における確率微分方程式・ジャンプ過程の応用2008

    • Author(s)
      譚康融
    • Organizer
      蘇州大学研究会講演
    • Place of Presentation
      蘇州大学
    • Year and Date
      2008-05-22
  • [Presentation] ジャンプ過程を含む変数で記述される評価関数の最適化に基づく参入・撤退問題の解析2008

    • Author(s)
      譚康融、時永祥三
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      神戸大学
    • Year and Date
      2008-03-28
  • [Presentation] 遺伝的手法による関数近似を用いた時系列におけるジャンプ過程の推定とその応用2008

    • Author(s)
      譚康融、時永祥三
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      武蔵工業大学
    • Year and Date
      2008-03-14
  • [Presentation] ジャンプ過程を含む変数で記述される評価関数の多様な評価基準に基づく最適化手法とそのシステム制御への応用2008

    • Author(s)
      譚康融、中西一、時永祥三
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      山口大学
    • Year and Date
      2008-03-07
  • [Presentation] 遺伝的アルゴリズムによる粒子フィルターのノイズ分布の推定2007

    • Author(s)
      時永祥三、譚康融
    • Organizer
      電子情報通信学会非線形問題研究会
    • Place of Presentation
      武蔵工業大学
    • Year and Date
      2007-10-19
  • [Presentation] Genetic Algorithm and Genetic Programming and their Applications2007

    • Author(s)
      譚康融
    • Organizer
      Colloquium at Department of Mathematics and Statistics
    • Place of Presentation
      Queens University, Cananda
    • Year and Date
      2007-09-24
  • [Presentation] 混合分布による収益率分布への近似法とその応用2007

    • Author(s)
      譚康融
    • Organizer
      応用経済学会
    • Place of Presentation
      長崎大学
    • Year and Date
      2007-06-09
  • [Book] Theoretical Advances and Applications in Operations Research, Modeling Non-normal Phenomena2011

    • Author(s)
      譚康融
    • Total Pages
      231
    • Publisher
      Kyushu University Press
  • [Book] Stochastic Analysis and Applications2010

    • Author(s)
      Takeshi Taniguchi
    • Total Pages
      1163-1173
    • Publisher
      Taylor & Francs
  • [Remarks] ホームページ等

URL: 

Published: 2012-01-26   Modified: 2016-04-21  

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