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Co-evolutionary Multi-agent Learning by means of Genetic Programming

Research Project

Project/Area Number 11480071
Research Category

Grant-in-Aid for Scientific Research (B).

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionUNIVERSITY OF TOKYO

Principal Investigator

IBA Hitoshi  University of Tokyo, School of Frontier Science, Associate Professor, 大学院・新領域創成科学研究科, 助教授 (40302773)

Co-Investigator(Kenkyū-buntansha) ISHIZUKA Mitsuru  University of Tokyo, School of Engineering, Professor, 大学院・工学系科学研究科, 教授 (50114369)
Project Period (FY) 1999 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥7,200,000 (Direct Cost: ¥7,200,000)
Fiscal Year 2000: ¥3,300,000 (Direct Cost: ¥3,300,000)
Fiscal Year 1999: ¥3,900,000 (Direct Cost: ¥3,900,000)
KeywordsEvolutionary System / Multi-agent System / Genetic Algorithms / Genetic Programming / Machine Learning / Co-evolution / Symbiosis / マルチエージェント
Research Abstract

It is not easy to describe in advance the program which controls more than one agent effectively. This is due to the difficulty with multi-agent programming for the communication, cooperation, synchronization and conflict resolution. Thus, we propose a multi-agent learning scheme based on the co-evolutionary method for the purpose of the automatic generation of the programs for many agents. Our approach is based upon the evolutionary computation, i.e., genetic programming and genetic algorithms.
The established multi-agent learning system has been applied to several practical problems, and the validity has been shown. The application areas include the wider field of examples as described below :
(1) Adaptive WWW search by the Web robot.
(2) Automatic synthesis of analog circuits, such as an asymmetric bandpass filter.
(3) Inference of gene regulatory networks, i.e., Weaver models or differential equation systems, for genome informatics.
(4) Interactive music composition.
(5) Evolutionary quantum circuit design, such as quantum teleportation and oracle problems.
(6) Financial data prediction, such as Nikke225 or foreign exchange rate.

Report

(3 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • Research Products

    (18 results)

All Other

All Publications (18 results)

  • [Publications] Iba,H.: "Evolving Multiple Agents by Genetic Programming"Advances in Genetic Programming. vol.3. 355-367 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nikolaev,N.I.,Iba,H.,Slavov,V.: "Inductive Genetic Programming with Immune Network Dynamics"Advances in Genetic Programming. vol.3. 355-367 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ito,T.,Iba,H.,Sato,S.: "A Self-Tuning Mechanism for Depth-Dependent Crossover"Advances in Genetic Programming. vol.3. 377-399 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 伊庭斉志: "遺伝的プログラミング"電子情報通信学会誌. vol.83,no.5. 251-258 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 安藤晋,伊庭斉志: "可変長遺伝子を用いた進化型アナログ回路"人工知能学会誌. vol.15,no.5. 844-853 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 伊庭斉志: "進化論的計算の方法"東京大学出版. 173 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Iba, H.: "Evolving Multiple Agents by Genetic Programming"Genetic Programming 3, Spector, L., Langdon, W.B., O'Reilly, U.-A., and Angeline, P.A., (eds.), MIT Press. 447-466 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Nikolaev, N.I., Iba, H., Slavov, V.: "Inductive Genetic Programming with Immune Network Dynamics"Genetic Programming 3, Spector, L., Langdon, W.B., O'Reilly, U.-A., and Angeline, P.A., (eds.), MIT Press. 355-376 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ito, T., Iba, H., Sato, S.: "A Self-Tuning Mechanism for Depth-Dependent Crossover"Genetic Programming 3, Spector, L., Langdon, W.B., O'Reilly, U.-A., and Angeline, P.A., (eds.), MIT Press. 377-399 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Iwata, M., Kajitani, I., Murakawa, M., Hirao, Y., Iba, H., Higuchi, T.: "Pattern Recognition System using Evolvable Hardware"Systems and Computers in Japan. vol.31, no.4. 1-11 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Iba, H.: "Genetic Programming and Evolutionary Computation"J.Japan Artificial Intelligence Society. vol.15, no.5. 251-258 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ando, S., Iba, H.: "Analog Circuit Design with a Variable Length Chromosome"J.Japan Artificial Intelligence Society. vol.15, no.5. 844-853 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 伊庭斉志: "遺伝的プログラミング"電子情報通信学会誌. vol.83,no.5. 251-258 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 安藤晋,伊庭斉志: "可変長遺伝子を用いた進化型アナログ回路"人工知能学会誌. vol.15,no.5. 844-853 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Hitoshi IBA: "Evolving Multiple Agents by Genetic Programming"Advances in Genetic Programming. Vol.3. 447-466 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Hitoshi IBA,Nikolay I.Nikolaev 他: "Inductive Genetic Programming with Immure Network Dynamics"Advances in Genetic Programming. Vol.3. 355-376 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Hitoshi IBA,Takuya Ito 他: "A Selb-Tuning Mechanism for Depth-Dependent Crossover"Advances in Genetic Programming. Vol.3. 377-399 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 伊庭 斉志: "進化論的計算の方法"東京大学出版会. 173 (1999)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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