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Neuron Model based on Interaction among Synapses on Dendrites

Research Project

Project/Area Number 15K00332
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionKanazawa University

Principal Investigator

TODO YUKI  金沢大学, 電子情報学系, 准教授 (70636927)

Co-Investigator(Kenkyū-buntansha) 唐 政  富山大学, 大学院理工学研究部(工学), 教授 (90227299)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsニューロン / 樹状突起 / シナプス / 相互作用 / ニューロンコンピューティング / ニューロンモデル / 学習アルゴリズム / バックプロパゲーション学習則 / 遺伝的アルゴリズム / 進化学習アルゴリズム / McCulloch & Pitts モデル / シナプスの相互作用
Outline of Final Research Achievements

In this studies, a dendritic neuron model (DNM) based on the nonlinear synapses and their nonlinear interaction among them on dendrites was proposed. Compared with the traditional McCluoch & Pitts model, the proposed dendritic neuron model (DNM) was proved thoeritically and by computer simulations to be capable of solving the linear un-seperatable problems with only one DNM neuron. The proposed dendritic neuron model (DNM) was also be proved mathematically and confirmed by computer simulations to be capable of approximating any comples nonlinear continuous functions.Finally, the proposed dendritic neuron model (DNM)also predicted dendritic structures of several actucal neurons successfully.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (17 results)

All 2018 2017 2016 2015

All Journal Article (12 results) (of which Int'l Joint Research: 12 results,  Peer Reviewed: 12 results,  Open Access: 1 results,  Acknowledgement Compliant: 7 results) Presentation (5 results) (of which Int'l Joint Research: 5 results)

  • [Journal Article] A Pruning Neural Network Model in Credit Classification Analysis2018

    • Author(s)
      Yajiao Tang, Junkai Ji, Shangce Gao, Hongwei Dai, Yang Yu, and Yuki Todo
    • Journal Title

      Computational Intelligence and Neuroscience

      Volume: 2018 Pages: 22-22

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] AIMOES: Archive Information Assisted Multi-objective Evolutionary Strategy for Ab Initio Protein Structure Prediction2018

    • Author(s)
      Shuangbao Song, Shangce Gao, Xingqian Cheng, Dongbao Jia, Xiaoxiao Qian, and Yuki Todo
    • Journal Title

      Knowledge-Based Systems

      Volume: 146 Pages: 58-72

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A hybrid discrete imperialist competition algorithm for gene selection for microarray data2017

    • Author(s)
      Aorigele, Zheng Tang, Yuki Todo, and Shangce Gao
    • Journal Title

      Current Proteomics

      Volume: 15 Pages: 99-110

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Self-adaptive Gravitational Search Algorithm with A Modified Chaotic Local Search2017

    • Author(s)
      Junkai Ji, Shangce Gao, Shuaiqun Wang, Yajiao Tang, Hang Yu, and Yuki Todo
    • Journal Title

      IEEE Access

      Volume: 5 Pages: 17881-17895

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Multiple Chaos Embedded Gravitational Search Algorithm2017

    • Author(s)
      Zhenyu Song, Shangce Gao, Yang Yu, Jian Sun, and Yuki Todo
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100-D Pages: 888-900

    • NAID

      130005529890

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Single Dendritic Neuron to Forecast Tourist Arrivals to Japan2017

    • Author(s)
      Wei Chen, Jian Sun, Shangce Gao, Jiu-jun Cheng, Jiahai Wang, and Yuki Todo
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100-D Pages: 190-202

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Neuron Model with Synaptic Nonlinearities in a Dendritic Tree for Liver Disorders2016

    • Author(s)
      Tao Jiang, Shangce Gao, Dizhou Wang, Junkai Ji, Yuki Todo, and Zheng Tang
    • Journal Title

      IEEJ Transaction on Electrical and Electronic Engineering

      Volume: 12 Pages: 105-115

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Financial time series prediction using a dendritic neuron model2016

    • Author(s)
      Tianle Zhou, Shangce Gao, Jiahai Wang, Chaoyi Chu, Yuki Todo and Zheng Tang
    • Journal Title

      Knowledge-Based Systems

      Volume: 105 Pages: 214-224

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] ;Immune Algorithm Combined with Estimation of Distribution for Traveling Salesman Problem2016

    • Author(s)
      Zhe Xu, Yirui Wang, Sheng Li, Yanting Liu, Yuki Todo, and Shangce Gao
    • Journal Title

      IEEJ Transaction on Electrical and Electronic Engineering

      Volume: 11

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] An approximate logic neuron model for pattern classification by self-pruning function2016

    • Author(s)
      Junkai Ji, Shangce Gao, Jiujun Cheng, Yuki Todo, Zheng Tang
    • Journal Title

      Neurocomputing

      Volume: 173 Pages: 1775-1783

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Breast Cancer Classifier using Neuron Model with Dendritic Nonlinearity2015

    • Author(s)
      Zijun Sha, Liu Hu, Yuki Todo, Junkai Ji, Shangce Gao, Zheng Tang
    • Journal Title

      IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E98-D Pages: 1365-1376

    • NAID

      130005086167

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Multi-learning Immune Algorithm for Numerical Optimization2015

    • Author(s)
      Shuaiqun Wang, Shangce Gao, Aorigele, Yuki Todo, Zheng Tang
    • Journal Title

      IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E98-A Pages: 362-377

    • NAID

      130005129459

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Improved Binary Imperialist Competition Algorithm for Feature Selection from Gene Expression Data2016

    • Author(s)
      Aorigele, Shuaiqun Wang, Zheng Tang, Shangce Gao, Yuki Todo
    • Organizer
      2016 International Conference on Intelligent Computation
    • Place of Presentation
      Lanzhou, China
    • Year and Date
      2016-08-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Discrete chaotic gravitational search algorithm for the unit commitment problem2016

    • Author(s)
      Sheng Li, Tao Jiang, Huiqin Chen, Dongmei Shen, Yuki Todo, and Shangce Gao
    • Organizer
      2016 International Conference on Intelligent Computation
    • Place of Presentation
      Lanzhou, China
    • Year and Date
      2016-08-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Ant Colony Optimization with Neighborhood Search for Dynamic TSP2016

    • Author(s)
      Yirui Wang, Zhe Xu, Jian Sun, Fang Han, Yuki Todo, and Shangce Gao,
    • Organizer
      7th International Conference on Swarm Intelligence
    • Place of Presentation
      Padma Resort at Legian, Bali, Indonesia
    • Year and Date
      2016-06-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] PMPSO: A Near-Optimal Graph Planarization Algorithm using Probability Model based Particle Swarm Optimization2015

    • Author(s)
      Hang Yu, Zhe Xu, Shangce Gao, Yirui Wang, Yuki Todo
    • Organizer
      The 2015 International Conference on Progress in Informatics and Computing
    • Place of Presentation
      Nanjing, China
    • Year and Date
      2015-12-18
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Single Dendritic Neuron with Nonlinear Computation Capacity: A Case Study on XOR Problem2015

    • Author(s)
      Tao Jiang, Dizhou Wang, Junkai Ji, Yuki Todo, Shangce Gao
    • Organizer
      The 2015 International Conference on Progress in Informatics and Computing
    • Place of Presentation
      Nanjing, China
    • Year and Date
      2015-12-18
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2019-03-29  

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