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2002 Fiscal Year Final Research Report Summary

CLONAL SELECTION-BASED IMMUNE NETWORK

Research Project

Project/Area Number 12680392
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionTOYAMA UNIVERSITY

Principal Investigator

ZHENG Tang  TOYAMA UNIVERSITY, FACULTY OF ENGINEERING PROFESSOR, 工学部, 教授 (90227299)

Co-Investigator(Kenkyū-buntansha) TAJIMA Masato  TOYAMA UNIVERSITY, FACULTY OF ENGINEERING ASSOCIATE PROFESSOR, 工学部, 助教授 (20251879)
TANNO Koichi  MIYAZAKI UNIVERSITY, FACULTY OF ENGINEERING ASSOCIATE PROFESSOR, 工学部, 助教授 (50260740)
ISHIZUKA Okihiko  MIYAZAKI UNIVERSITY, FACULTY OF ENGINEERING PROFESSOR, 工学部, 教授 (90040980)
Project Period (FY) 2000 – 2002
KeywordsIMMUNE NETOWRK / CLONAL SELECTION / LEARNING CAPABILITY / BIO-INFORMATIC PROCESSING / IMMUNE RESPONSE MECHANISM / ENGINEERING MODEL / GENETIC / PATTERN RECOGNITION
Research Abstract

The project focused on immune network based on biological immune response network, and modeled it based on the analogy with the interaction between B cells and T cells in immune system. The model has a property that resembles the first immune response and the secondary immune response quite well. The immunity of the network was simulated and made several experimentally testable predictions.
Furthermore, a clonal selection-based immune network has also been investigated and a pattern recognition system using the clonal selection-based immune network was proposed. Simulations results were given to such pattern recognition applications as letter recognition, classifications. The simulation results show that, beside the advantages of less categories, improved memory pattern and good memory capacity, the pattern recognition system using the clonal selection-based immune network has the powerful self organization capability.

  • Research Products

    (17 results)

All Other

All Publications (17 results)

  • [Publications] 唐 政: "ホップフィールドネットワークパラメータ空間における山登り学習法に基づく巡回セールスマン問題の解法"電子情報通信学会論文誌A. J83-A・4. 497-508 (2001)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 山口 貴之: "適応性を有する多値免疫システム"電気学会論文誌C. 121-C・11. 1747-1754 (2001)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 唐 政: "クローン選択説に基づく免疫的なネットワークを用いたパターン認識システム"電子情報通信学会論文誌D-II. J84-D-II・12. 2615-2622 (2001)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] P.Q.Cao: "A Gradient Ascent Learning Algorithm in Weight Domain for Hopfield Neural Networks"電気学会論文誌C. 122-C・4. 677-683 (2002)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 唐 政: "テンポラルバックプロパゲーションを用いた自己学習可能なULRファジィコントローラ"電子情報通信学会論文誌D-II. J85-D-II・7. 1211-1222 (2002)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] R.L.Wang: "A Learning Method in Hopfield Neural Network for Combinatorial Optimization Problem"Neurocomputing. 48. 1021-1024 (2002)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Z. Tang, Q. P. Cao, H. H. Jin, K. Murao: "A Method of Solving the Traveling Salesman Problem by Using Mountain Climbing Learning in Parameter Space of Hopfield Network"IEICE Trans. on Fundamentals. J84-A, No.4. 497-508 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, R. L. Wang, Q. P. Cao: "A Hopfield Network Learning Algorithm for Graph Planarization"IEICE Trans. on Fundamentals. E84-A, No.7. 1799-1802 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, H. Jin, K. Murao, O. Ishizuka, K. Tanno: "A Hill-Climbing Learning Method for Hopfield Networks"Electronics and Communications in Japan. 84, No.7. 28-40 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z.Tang, H. Kumagai, Q. P.Cao: "A Method of Solving N-Queen Problem by for Hopfield Network Learning"IEICE Trans. on Fundamentals. J84-A, No.7. 989-994 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, H. Tamura, M. Kuratsu, O. Ishizuka, K. Tanno: "A Model of the Neuron based on Dendrite Mechanisms"Electronics and Communications in Japan. 84, No.8. 11-24 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, X. G. Wang: "A Method of Learning for Multi-layer Networks"IEICE Trans. on Fundamentals. E85-A, No.2. 522-525 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, K. Tashima, Q. P. Cao: "A Pattern Recognition System Using Clonal Selection-Based Immune Networks"IEICE Trans.. J84-D-II, No.12. 2615-2622 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, T. Takahira, M. Komori, H. Tamura, K. Murao: "A Self-Learning ULR Fuzzy Controller Using Temporal Back Propagation"IEICE Trans.. J85-D-II, No.7. 1211-1222 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, J. Wang, Q. P. Cao: "A Gradient Ascent Learning Algorithm for Elastic Nets"IEICE Trans. on Fundamentals (in print). (2003)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, T. Takahira, M. Komori, H. Tamura, K. Murao: "A Self-Learning ULR Fuzzy Controller Using Temporal Back Propagation"Systems and Computers in Japan (in print). (2003)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Z. Tang, X. G Wang, H. Tamura , M. Ishii: "An Algorithm of Supervised Learning for Multi-layer Neural Networks,"Neural Computation (in print). (2003)

    • Description
      「研究成果報告書概要(欧文)」より

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Published: 2004-04-14  

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