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2000 Fiscal Year Final Research Report Summary

Analysis of Attention in Human Perceptual Alternation Phenomena and Its Quantum Neuro Computing Model

Research Project

Project/Area Number 10680391
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionHIMEJI INSTITUTE OF TECHNOLOGY

Principal Investigator

MATSUI Nobuyuki  Himeji Institute of Technology Computer Engineering Professor, 工学部, 教授 (10173783)

Co-Investigator(Kenkyū-buntansha) NISHIMURA Haruhiko  Hyogo University of Education Studies of Information Science, Professor, 学校教育学部, 教授 (40218201)
Project Period (FY) 1998 – 2000
Keywordsquantum computing / qubit neuron / neural network / attention / perceptual alternation / coupled oscillator / chaos / stochastic resonance
Research Abstract

In this research, we dealt with the attention phenomena of human perceptual-alternation and its quantum neuro computing model. In order to construct a new framework for describing the cohesiveness of the distribution and synthesis inherent in a neural network for this perceptual-alternation, a neural state is described quantum dynamically and a qubitlike neural network corresponding to the quantum circuit of quantum computation is studied. As a result, we construct the feed-forward neural network with our qubit neuron model, and discuss its information processing abilities with conventional neuron models through the learning simulations of the 4bit parity check problem and the general function identification problem, and we obtain the performance figure of learning. From these figures, we find that our qubit neuron model is more excellent than the conventional one. From our main results, we conclude that our qubit neuron model is an effective method of enhancing the performance of neural networks. We also construct a neural network model for perceptual alternation of ambiguous figures by using coupled oscillatory neurons or chaos neurons that can describe the timing of neuronal firing. From our results of simulations with this model, it is found that the model is able to represent the perceptual alternation in terms of the phase activities and synchronizations of neuronal phases. It is also shown that the distribution of perceptual duration fits Gamma distribution well as it is reported in psychophysical experiments. There, however, remains a further investigation of how to connect our qubit neuron with the coupled oscillatory perceptual-alternation model.

  • Research Products

    (32 results)

All Other

All Publications (32 results)

  • [Publications] 松井伸之: "量子描像ニューロンに基づく量子回路対応ネットワークモデル"電子情報通信学会論文誌A. J81-A,12. 1687-1692 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Nobuyuki Matsui: "A Network Model Based on Qubit-like Neuron Corresponding to Quantum Circuit"ELECTRONICS AND COMMUNICATIONS IN JAPAN : Part3 : FUNDAMENTAL ELECTRONIC SCIENCE. 83,10. 67-73 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 高井真人: "量子情報理論を基盤としたニューラルネットワーク"1998年度SICE関西支部シンポジウム講演論文集. 154-157 (1998)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Nobuyuki Matsui: "A Learning Network Based on Qubit-like Neuron Model"Proceedings of the 17^<th> IASTED International Conference on Applied Informatics. 679-682 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 幸田憲明: "量子ニューロ計算によるニューラルネットワークモデルとその評価"1999年度SICE関西支部シンポジウム講演論文集. 124-127 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 昇達彦: "確率共振学習による階層型ニューラルネットワーク"1999年度SICE関西支部シンポジウム講演論文集. 128-131 (1999)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Nobuyuki Matsui: "Neural Network Based on QuantumBP and Its Performance"Proceedings of IEEE-INNS-ENNS International Joint Conference on Neural Networks. III. 247-252 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Tatsuhiko Nobori: "Stochastic Resonance Neural Network and Its Performance"Proceedings of IEEE-INNS-ENNS International Joint Conference on Neural Networks. II. 13-17 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Noriaki Kouda: "Learning Performance of Neuron Model based on Quantum Superposition"Proceedings of the 2000 IEEE International Workshop on Robot and Human Interactive Communication (RO-MAN2000). 112-117 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Yuzo Ogawa: "A Neural Network Model for Perceptual Alternation of Ambiguous Figures"Proceedings of the 2000 IEEE International Workshop on Robot and Human Interactive Communication (RO-MAN2000). 264-269 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 松井伸之: "量子描像ニューロンモデルとその評価"SICEシステム・情報部門シンポジウム2000論文集. 145-149 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Natsuki Nagao: "A Neural Chaos Model of Multistable Perception"Neural Processing Letters. 12. 267-276 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 幸田憲明: "量子力学的記述ニューロンとそのネットワークモデル"第21回システム工学部会報告. 51-58 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 小川雄三: "認知交代現象のニューラルネットワークによるモデル化"2000年度SICE関西支部シンポジウム講演論文集. II. 142-145 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 小川雄三: "振動子を用いたニューラルネットワークによる認知交代現象のモデル化"SICEシステム・情報部門シンポジウム2000論文集. 169-173 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] 昇達彦: "確率共振ニューラルネットワークモデルとその評価"SICEシステム・情報部門シンポジウム2000論文集. 175-179 (2000)

    • Description
      「研究成果報告書概要(和文)」より
  • [Publications] Nobuyuki Matsui: "A Network Model Based on Qubit-Like Neuron Corresponding to Quantum Circuit"The Transactions of the Institute of Electronics, Information and Communication Engineers. Vol.J81-A, No.12. 1687-1692 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Nobuyuki Matsui: "A Network Model Based on Qubit-Like Neuron Corresponding to Quantum Circuit"ELECTONICS AND COMMUNICATIONS IN JAPAN : Part3 : FUNDAMENTAL ELECTRONIC SCIENCE. VOL.83, No.10. 67-73 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Masato Takai: "A Neural Network Based on Quantum Information Theory"Proceedings of 1998 Annual Conference of the Society of Instrument and Control Engineers Kansai-Section Symposium. 154-157 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Nobuyuki Matsui: "A Learning Network Based on Qubit-Like Neuron Model"Proceedings of the 17^<th> IASTED International Conference on Applied Informatics. 679-682 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Noriaki Kouda: "Proposal and Evaluation of A Neural Network by Qubit Neuron"Proceedings of 1999 Annual Conference of the Society of Instrument and Control Engineers Kansai-Section Symposium. 124-127 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tatsuhiko Nobori: "Stochastic Resonance Learning in Multi Layer Neural Network"Proceedings of 1999 Annual Conference of the Society of Instrument and Control Engineers Kansai-Section Symposium. 128-131 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Nobuyuki Matsui: "Neural Network Based on QuantumBP and Its Performance"Proceedings of IEEE-INNS-ENNS International Joint Conference on Neural Networks. Vol.III. 247-252 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tatsuhiko Nobori: "Stochastic Resonance Neural Network and Its Performance"Proceedings of IEEE-INNS-ENNS International Joint Conference on Neural Networks. Vol.II. 13-17 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Noriaki Kouda: "A Neuron based on Quantum Mechanics and its Network Model"SICE Technical Report of the 21th System Engineering. 51-58 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Noriaki Kouda: "Learning Performance of Neuron Model based on Quantum Superposition"Proceedings of the 2000 IEEE International Workshop on Robot and Human Interactive Communication (RO-MAN). 112-117 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yuzo Ogawa: "A Neural Network Model for Perceptual Alternation of Ambiguous Figures"Proceedings of the 2000 IEEE International Workshop on Robot and Human Interactive Communication (RO-MAN). 264-269 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yuzo Ogawa: "A Neural Network Model for Perceptual Alternation of Ambiguous Figures"Proceedings of 2000 Annual Conference of the Society of Instrument and Control Engineers Kansai-Section Symposium. 142-145 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Nobuyuki Matsui: "Quantum-bit neuron model and its performance"Proceedings of the System Information Division Symposium 2000, the Society of Instrument and Control Engineer. 145-149 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Yuzo Ogawa: "An Oscillatory Neural Network Model for Perceptual Alternation"Proceedings of the System Information Division Symposium 2000, the Society of Instrument and Control Engineers. 169-173 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Tatsuhiko Nobori: "Stochastic Resonance Neural Network and Its Performance"Proceedings of the System Information Division Symposium 2000, the Society of Instrument and Control Engineers. 175-179 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
  • [Publications] Natsuki Nagao: "A Neural Chaos Model of Multistable Perception"Neural Processing Letters. Vol.12. 267-276 (2000)

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

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Published: 2002-03-26  

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