Study on Knowledge Discovery by Genetic Network Programming and Its Applications

• Project/Area Number: 21700261
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Single-year Grants
• Research Field: Sensitivity informatics/Soft computing
• Research Institution: Yamaguchi University (2012); Waseda University (2009-2011)
• Principal Investigator: MABU Shingo 山口大学, 大学院・理工学研究科, 助教 (70434321)
• Project Period (FY): 2009 – 2012
• Project Status: Completed (Fiscal Year 2012)
• Budget Amount: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000); Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000); Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000); Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
• Keywords: 遺伝アルゴリズム / プログラム生成 / データマイニング / 学習 / 進化論的計算手法 / 遺伝的アルゴリズム / 侵入検知システム

Research Abstract

In this research, learning and evolution algorithms of Genetic Network Programming and its applications to data mining were studied. The proposed algorithms of learning and evolution create programs that can adapt to various situations and environmental changes. In the applications to data mining, network intrusion detection systems were created and high detection rates were shown, and rule extraction mechanisms were proposed to obtain buying and selling rules according to the trends in stock markets.

Research Products

• [Journal Article] Adaptability Analysis of Genetic Network Programming with Reinforcement Learning in Dynamically Changing Environments (2012)
  • Author(s): S. Mabu, A. Tjahjadi and K. Hirasawa
  • Journal Title: Expert Systems with Applications Volume: Vol. 39 Pages: 12349-12357
  • Peer Reviewed
• [Journal Article] Ye and Kotaro Hirasawa, An Explicit Memory Scheme of Genetic Network Programming (2012)
  • Author(s): S. Mabu, F
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: Vol. 16 Pages: 851-863
  • Peer Reviewed
• [Journal Article] Adaptability Analysis of Genetic Network Programming with Reinforcement Learning in Dynamically Changing Environments (2012)
  • Author(s): Shingo Mabu
  • Journal Title: Expert Systems with Applications Volume: 39 Pages: 12349-12357
  • Peer Reviewed
• [Journal Article] An Explicit Memory Scheme of Genetic Network Programming (2012)
  • Author(s): Shingo Mabu
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: 16 Pages: 851-863
  • Peer Reviewed
• [Journal Article] Efficient Program Generation by evolving Graph Structures with Multi-Start Nodes (2011)
  • Author(s): S. Mabu, K.Hirasawa
  • Journal Title: Applied Soft Computing, Applied Soft Computing Volume: Vol. 11 Pages: 3618-3624
  • Peer Reviewed
• [Journal Article] An Intrusion Detection Model Based on Fuzzy Class Association Rule Mining Using Genetic Network Programming (2011)
  • Author(s): S. Mabu, C.Chen, N.Lu, K.Shimada, K.Hirasawa
  • Journal Title: IEEE Trans.on Systems, Man, and Cybernetics, Part C : Applications and Reviews Volume: Vol. 41 Pages: 130-139
  • Peer Reviewed
• [Journal Article] Efficient Program Generation by evolving Graph Structures with Multi-Start Nodes, Applied Soft Computing (2011)
  • Author(s): S.Mabu, K.Hirasawa
  • Journal Title: Applied Soft Computing Volume: (to appear)
  • Peer Reviewed
• [Journal Article] An Intrusion-Detection Model Based on Fuzzy Class-Association-Rule Mining Using Genetic Network Programming (2011)
  • Author(s): S.Mabu, C.Chen, N.Lu, K.Shimada, K.Hirasawa
  • Journal Title: IEEE Trans.on Systems, Man, and Cybernetics, Part C : Applications and Reviews Volume: 41 Pages: 130-139
  • Peer Reviewed
• [Presentation] A Variable Size Mechanism of Distributed Graph Programs for Creating Agent Behaviors (2013)
  • Author(s): S. Mabu
  • Organizer: 2013 IEEE Congress on Evolutionary Computation
  • Place of Presentation: カンクン(メキシコ)
• [Presentation] A Variable Size Mechanism of Distributed Graph Programs for Creating Agent Behaviors (2013)
  • Author(s): Shingo Mabu
  • Organizer: 2013 IEEE Congress on Evolutionary Computation
  • Place of Presentation: メキシコ
• [Presentation] 分散型有向グラフ構造の共進化による株式売買モデル (2012)
  • Author(s): 間普真吾
  • Organizer: 平成 24 年電気学会電子・情報・システム部門大会
  • Place of Presentation: 弘前大学(弘前市)
  • Year and Date: 2012-09-07
• [Presentation] Rule Accumulation Method Based on Credit Genetic Network Programming (2012)
  • Author(s): S. Mabu
  • Organizer: 2012 IEEE Congress on Evolutionary Computation
  • Place of Presentation: ブリスベン(オーストラリア)
  • Year and Date: 2012-06-15
• [Presentation] Fuzzy Genetic Network Programming with Reinforcement Learning for Mobile Robot Navigation (2011)
  • Author(s): S. Sendari
  • Organizer: 2011 IEEE International Conference on Systems, Man, and Cybernetics (SMC2011)
  • Place of Presentation: アンカレッジ(アメリカ)
  • Year and Date: 2011-10-11
• [Presentation] Enhanced Rule Extraction and Classification Mechanism of Genetic Network Programming for Stock Trading Signal Generation (2011)
  • Author(s): S. Mabu
  • Organizer: ACM Genetic and Evolutionary Computation Conference 2011 (GECCO2011)
  • Place of Presentation: ダブリン(アイルランド)
  • Year and Date: 2011-07-14
• [Presentation] Pruning Generalized Rules for Stock Markets Accumulated by Genetic Network Programming with Rule Accumulation (2011)
  • Author(s): S. Mabu
  • Organizer: 2011 IEEE Congress on Evolutionary Computation (CEC2011)
  • Place of Presentation: ニューオリンズ(アメリカ)
  • Year and Date: 2011-06-08
• [Presentation] Evaluation on the Robustness of Genetic Network Programming with Reinforcement Learning (2010)
  • Author(s): S. Mabu
  • Organizer: 2010 IEEE International Conference on Systems, Man, and Cybernetics
  • Place of Presentation: イスタンブール(トルコ
  • Year and Date: 2010-10-12
• [Presentation] Evaluation on the Robustness of Genetic Network Programming with Reinforcement Learning (2010)
  • Author(s): S.Mabu, A.Tjahjadi, S.Sendari, K.Hirasawa
  • Organizer: 2010 IEEE International Conference on Systems, Man, and Cybernetics
  • Place of Presentation: Istanbul, Turkey
  • Year and Date: 2010-10-12
• [Presentation] Classification Based on A Multi-Dimensional Probability Distribution and Its Application to Network Intrusion Detection (2010)
  • Author(s): S. Mabu
  • Organizer: IEEE World Congress on Computational Intelligence
  • Place of Presentation: バルセロナ(スペイン)
  • Year and Date: 2010-07-23
• [Presentation] Classification Based on A Multi-Dimensional Probability Distribution and Its Application to Network Intrusion Detection (2010)
  • Author(s): S.Mabu, W.Li, N.Lu, Y.Wang, K.Hirasawa
  • Organizer: IEEE World Congress on Computational Intelligence
  • Place of Presentation: Barcelona, Spain
  • Year and Date: 2010-07-23
• [Presentation] Evolving Plural Programs Using Genetic Network Programming with Multi-Start Nodes (2009)
  • Author(s): S. Mabu
  • Organizer: IEEE International Conference on Systems, Man, and Cybernetics
  • Place of Presentation: サンアントニオ(アメリカ)
  • Year and Date: 2009-10-12
• [Presentation] Evolving Plural Programs Using Genetic Network Programming with Multi-Start Nodes (2009)
  • Author(s): Shingo Mabu
  • Organizer: IEEE International Conference on Systems, Man, and Cybernetics
  • Place of Presentation: San Antonio, Texas, USA
  • Year and Date: 2009-10-12
• [Presentation] 分散型有向グラフ構造の共進化による株式売買モデル
  • Author(s): 間普真吾
  • Organizer: 平成24年電気学会電子・情報・システム部門大会
  • Place of Presentation: 弘前大学
• [Presentation] Rule Accumulation Method Based on Credit Genetic Network Programming
  • Author(s): Shingo Mabu
  • Organizer: 2012 IEEE Congress on Evolutionary Computation
  • Place of Presentation: オーストラリア