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Researcher Information

last modified:2021/05/07

Associate Professor TODO Yuki

Mail

Faculty, Affiliation

Faculty of Electrical, Information and Communication Engineering,Institute of Science and Engineering

College and School Educational Field

Division of Electrical Engineering and Computer Science, Graduate School of Natural Science and Technology
Division of Electrical Engineering and Computer Science, Graduate School of Natural Science and Technology
Course in Information and Communication Engineering, School of Electrical, Information and Communication Engineering, College of Science and Engineering

Laboratory

 TEL:076-264-6345

Academic Background

Career

Year & Month of Birth

Academic Society

IEEE
IEEE

Award

○Best Post Paper Award(2015/12)

Specialities

Information

Speciality Keywords

Neural Networks, Genetic Algorithm

Research Themes

Deep-Learning for New Neuronal Networks and Its Application

McCulloch & Pitts neuron model has been criticized as being over-simplified with only a weighted sum and a threshold functions from the viewpoint of the properties of real neurons. We propose a new neuron model with interaction between synapyese on dendrites to increase its neural comptation capability ancd deep-learning capability.

Books

Papers

  •  A Ladder Spherical Evolution Search Algorithm Haichuan Yang, Shangce Gao, Rong-Long Wang, and Yuki Todo IEICE Transactions on Information and Systems Vol.E104-D No.3  pp.461-464 2021/03
  •  A Simple Dendritic Neural Network Model-Based Approach for Daily PM2. 5 Concentration Prediction Zhenyu Song, Cheng Tang, Junkai Ji, Yuki Todo, and Zheng Tang Electronics 10 4 2021/02
  •  Accuracy Versus Simplification in an Approximate Logic Neural Model Junkai Ji, Yajiao Tang, Lijia Ma, Jianqiang Li, Qiuzhen Lin, Zheng Tang, and Yuki Todo  IEEE Transactions on Neural Networks and Learning Systems 1-14 2020/11/06
  •  A Novel Median Dendritic Neuron Model for Prediction Shi Wang, Yang Yu, Lin Zou, Sheng Li, Hang Yu, Yuki Todo, and Shangce Gao IEEE Access 8 192339-192351 2020/10
  •  Evaluating a dendritic neuron model for wind speed forecasting Zhenyu Song, Yajiao Tang, Junkai Ji, and Yuki Todo Knowledge-Based Systems Vol.201-202 2020/08

show all

  •  Evolutionary Dendritic Neural Model for Classification Problems Xiaoxiao Qian, Cheng Tang, Yuki Todo, Qiuzhen Lin, and Junkai Ji Complexity 2020 6296209 13 2020/08
  •  A novel machine learning technique for computer-aided diagnosis Cheng Tang, Junkai Ji, Yajiao Tang, Shangce Gao, Zheng Tang, and Yuki Todo Engineering Application of Artificial Intelligence 92 103627 2020/06
  •  TDSD: A New Evolutionary Algorithm Based on Triple Distinct Search Dynamics Xiaosi Li, Zonghui Cai, Yirui Wang, Yuki Todo, Jiujun Cheng, and Shangce Gao IEEE Access 8 1 76752-76764 2020/04
  •  A Gravitational Search Algorithm With Chaotic Neural Oscillators Yirui Wang, Shangce Gao, Yang Yu, Ziqian Wang, Jiujun Cheng, and Yuki Todo, IEEE Access 8 1 25938-25938 2020/02
  •  A Dendritic Neuron Model with Adaptive Synapses Trained by Differential Evolution Algorithm Zhe Wang, Shangce Gao, Jiaxing Wang, Haichuan Yang, and Yuki Todo Computational Intelligence and Neuroscience 2020 19 2020/01
  •  A Multiple Diversity-Driven Brain Storm Optimization Algorithm With Adaptive Parameters Yang Yu, Shangce Gao, Yirui Wang, Zhenyu Lei, Jiujun Cheng, and Yuki Todo IEEE Access 7 1 126871 - 126888 2019/09
  •  Training an Approximate Logic Dendritic Neuron Model Using Social Learning Particle Swarm Optimization Algorithm Shuangyu Song, Xingqian Chen, Cheng Tang, Shuangbao Song, Zheng Tang, and Yuki Todo IEEE Access 7 1 141947 - 141959 2019/09
  •  A Differential Evolution-Oriented Pruning Neural Network Model for Bankruptcy Prediction Yajiao Tang, Junkai Ji, Yulin Zhu, Shangce Gao, Zheng Tang, and Yuki Todo Complexity 2019 21 2019/08
  •  Mr2DNM: A Novel Mutual Information-based Dendritic Neuron Model Xiaoxiao Qian, Yirui Wang, Shuyang Cao, Yuki Todo, and Shangce Gao Computational Intelligence and Neuroscience 2019 13 2019/08
  •  Neurons with Multiplicative Interactions of Nonlinear Synapses Yuki Todo, Zheng Tang, Hiroyoshi Todo, Junkai Ji and Kazuya Yamashita International Journal of Neural Systems 29 8 1950012-1950029 2019/05
  •  Global Optimum-based Search Differential Evolution Y. Yu, S. Gao, Y. Wang, and Y. Todo  IEEE/CAA Journal of Automatica Sinica 6 2 379-394 2019/03
  •  Approximate logic neuron model trained by states of matter search algorithm J.Ji, S.Song, Y.Tang, S.Gao, Z.Tang, and Y.Todo Knowledge-Based Systems 163 1 120-130 2019/01
  •  An artificial bee colony algorithm search guided by scale-free networks J.Ji, S.Song, C.Tang, S.Gao, Z.Tang, and Y.Todo Information Science 473 142-165 2019/01
  •  Adoption of an improved PSO to explore a compound multi-objective energy function in protein structure prediction S.Song, J.Ji, X.Chen, S.Gao, Z.Tang, and Y.Todo Applied Soft Computing 11 539-551 2018/11
  •  Incorporation of Solvent Effect into Multi-Objective Evolutionary Algorithm for Improved Protein Structure Prediction Gao S, Song S, Cheng J, Todo Y, Zhou M IEEE/ACM transactions on computational biology and bioinformatics 15 4 1365-1378 2018/07
  •  ASBSO: An Improved Brain Storm Optimization with Flexible Search Length and Memory-based Selection Yang Yu, Shangce Gao, Yirui Wang, Jiujun Cheng, and Yuki Todo IEEE Access 6 1 36977-36994 2018/07
  •  A hybrid discrete imperialist competition algorithm for gene selection for microarray data Aorigele, Zheng Tang, Yuki Todo, Shangce Gao Current Proteomics 15 2 99-110 2018/07
  •  AIMOES: Archive Information Assisted Multi-objective Evolutionary Strategy for Ab Initio Protein Structure Prediction Shuangbao Song, Shangce Gao, Xingqian Cheng, Dongbao Jia, Xiaoxiao Qian, and Yuki Todo Knowledge-Based Systems 146 58-72 2018/04
  •  A pruning neural network model for credit classification analysis Yajiao Tang, Junkai Ji, Shangce Gao, Hongwei Dai, Yang Yu, and Yuki Todo Computational Intelligence and Neuroscience 2018 22 2018/02
  •  TongSACOM: A TongYiCiCiLin and Sequence Alignment-Based Ontology Mapping Model for Chinese Linked Open Data Ting WANG, Tiansheng XU, Zheng TANG, Yuki TODO IEICE Transactions on Information and Systems Vol.E100-D No.6  pp.1251-1261 2017/06
  •  Multiple Chaos Embedded Gravitational Search Algorithm(State: In Press) Zhenyu Song, Shangce Gao, Yang Yu, Jian Sun, and Yuki Todo IEICE Transactions on Information and Systems Vol.E100-D No.4 2017/04
  •  Self-adaptive Gravitational Search Algorithm with A Modified Chaotic Local Search Junkai Ji, Shangce Gao, Shuaiqun Wang, Yajiao Tang, Hang Yu, and Yuki Todo IEEE Access vol. 5 pp. 17881-17895 2017/04
  •  Using a Single Dendritic Neuron to Forecast Tourist Arrivals to Japan Wei CHEN, Jian SUN, Shangce GAO, Jiu-Jun CHENG, Jiahai WANG, Yuki TODO IEICE Transactions on Information and Systems Vol.E100-D No.1  pp.190-202 2017/01
  •  A Neuron Model with Synaptic Nonlinearities in a Dendritic Tree for Liver Disorders Tao Jiang, Shangce Gao, Dizhou Wang, Junkai Ji, Yuki Todo, and Zheng Tang IEEJ Transaction on Electrical and Electronic Engineering Vol.12 No.1 pp.105-115 2016/11
  •  Financial time series prediction using a dendritic neuron model Tianle Zhou, Shangce Gao, Jiahai Wang, Chaoyi Chu, Yuki Todo and Zheng Tang Knowledge-Based Systems Vol.105 pp.214-224 2016/08
  •  Immune Algorithm Combined with Estimation of Distribution for Traveling Salesman Problem Zhe Xu, Yirui Wang, Sheng Li, Yanting Liu, Yuki Todo, and Shangce Gao IEEJ Transaction on Electrical and Electronic Engineering Vol.11 No.S1 pp.S142-S154 2016/06/17
  •  An approximate logic neuron model with a dendritic structure Junkai Ji, Shangce Gao, Jiujun Cheng, Yuki Todo, Zheng Tang Neurocomputing Vol.173 No.3 pp.1775-1783 2016/01
  •  A Breast Cancer Classifier using Neuron Model with Dendritic Nonlinearity Zijun Sha, Liu Hu, Yuki Todo, Junkai Ji, Shangce Gao, Zheng Tang IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences Vol. E98-D No.7 pp.1365-1376 2015/07 
  •  A Multi-learning Immune Algorithm for Numerical Optimization Shuaiqun Wang, Shangce Gao, Aorigele, Yuki Todo, Zheng Tang IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences Vol. E98-A No.1 pp.362-377 2015/01 
  •  Unsupervised Learnable Neuron Model with Nonlinear Interaction on Dendrites Y.Todo, H. Tamura, K. Yamashita, Z. Tang Neural Networks Vol.60 No. 60 pp.96-103 2014/12
  •  Graph Planarization Problem Optimization Based on Triple-Valued Gravitational Search Algorithm Shangce Gao,Yuki Todo,Tao Gong,Gang Yang,Zheng Tang IEEJ Transaction on Electrical and Electronic Engineering Vol.9 No.1 pp.39-48 2014/09 
  •  Gravitational Search Algorithm Combined With Chaos for Unconstrained Numerical Optimization S. Gao, C. Vairappan , Y. Wang, Y.Todo, Z. Tang APPLIED MATHEMATICS AND COMPUTATION Vol.231 pp. 48-62 2014/03
  •  Revisiting immunological algorithms for numerical optimization Shangce Gao, Yuki Todo, Beibei Chen, Jianhong Chai International Journal of Immune Computation Vol.1 No.1 pp. 9-17 2013/03
  •  Local Search with Probabilistic Modeling for Learning Multiple-Valued Logic Networks  Shangce Gao, Qiping Cao, Masahiro Ishii, Zheng Tang IEICE Transaction on Fundamentals of Electronics Communications and Computer Science Vol.E94-A No.2 pp.795-805 2011/02
  •  A Chaotic Clonal Selection Algorithm and Its Application to Synthesize Multiple-Valued Logic Function Shangce Gao, Zhiqiang Zhang, Qiping Cao, Zheng Tang IEEJ Transaction on Electrical and Electronic Engineering Vol.5 No.1 pp.105-114 2010/02 
  •  A Chaotic Dynamic Local Search Method for Learning Multiple-Valued Logic Networks Shangce Gao, Jianchen Zhang, Zheng Tang, Qiping Cao Multiple-Valued Logics and Soft Computing, Journal of Multiple-Valued Logic and Soft Computing Vol.15 No.5 pp.433-449 2009/10
  •  An Improved Local Search Learning Method for Multiple-Valued Logic Minimization with Bi-objectives Shangce Gao, Qiping Cao, Catherine Vairappan, Jianchen Zhang, Zheng Tang IEICE TRANSACTIONS on Fundamentals of Electronics, Communications and Computer Sciences Vol. E92-A No.2 pp.594-603 2009/02

Conference Presentations

  • Training Dendritic Neuron Model with Whale Optimization Algorithm for Classification(conference:2020 IEEE International Conference on Progress in Informatics and Computing (PIC-2020))(2020/12/18)
  • A Sine Cosine Algorithm Enhanced Spherical Evolution for Continuous Optimization Problems(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • A Hybrid Spherical Search and Whale Optimization Algorithm(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • Differential Evolution-Based Wingsuit Flying Search for Optimization(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • Spherical Evolution Enhanced with Salp Swarm Algorithm(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)

show all

  • Using Grey Wolf Hunting Mechanism to Improve Spherical Search(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • Spherical Evolution Enhanced with Salp Swarm Algorithm(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • Using Grey Wolf Hunting Mechanism to Improve Spherical Search(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • A Novel Optimization Algorithm Inherited From Gravitational and Spherical Search Dynamics(conference:2020 13th International Symposium on Computational Intelligence and Design (ISCID 2020))(2020/12/12)
  • Wingsuit Flying Search Enhanced by Spherical Evolution(conference:The 15th International Conference on Bio-inspired Computing: Theories and Applications (BIC-TA 2020))(2020/10/23)
  • Improved Teaching-Learning-based Optimization Algorithm with Advanced Learning Strategy(conference:2020 12th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC 2020))(2020/08/22)
  • A Novel Brain Storm Optimization Algorithm Driven by Sine-Cosine Search Mechanism(conference:2020 12th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC 2020))(2020/08/22)
  • A Hybrid Spherical Search and Moth-flame Optimization Algorithm(conference:2020 12th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC 2020))(2020/08/22)
  • A Hybrid Spherical Search and Sine Cosine Algorithm(conference:2020 12th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC 2020))(2020/08/22)
  • A Spherical Search-based Archive Update Mechanism for Self-adaptive Differential Evolution(conference:2020 IEEE International Conference on Artificial Intelligence and Information Systems (ICAIIS 2020))(2020/05/20)
  • A Hybrid Spherical Evolution and Particle Swarm Optimization Algorithm(conference:2020 IEEE International Conference on Artificial Intelligence and Information Systems (ICAIIS 2020))(2020/05/20)
  • A Novel Spherical Search Based Grey Wolf Optimizer for Optimization Problems(conference:2020 IEEE International Conference on Artificial Intelligence and Information Systems (ICAIIS 2020))(2020/05/20)
  • Explotitation Enhanced Sine Cosine Algorithm with Compromised Population Diversity for Optimization(conference:2018 IEEE International Conference on Progress in Informatics and Computing (PIC-2018))(2018/12/14)
  • An Efficient Negative Correlation Gravitational Search Algorithm(conference:2018 IEEE International Conference on Progress in Informatics and Computing (PIC-2018))(2018/12/14)
  • A Dendritic Neuron Model with Nonlinearity Validation on Istanbul Stock and Taiwan Futures Exchange Indexes Prediction(conference:2018 IEEE International Conference on Cloud Computing and Intelligence Systems (CCIS 2018))(2018/11/23)
  • A Novel Memetic Whale Optimization Algorithm for Optimization(conference:9th International Conference on Swarm Intelligence)(2018/06/17)
  • Galactic Gravitational Search Algorithm for Numerical Optimization(conference:9th International Conference on Swarm Intelligence)(2018/06/17)
  • Discrete chaotic gravitational search algorithm for the unit commitment problem(conference:2016 International Conference on Intelligent Computation)(2016/08/02)
  • Improved Binary Imperialist Competition Algorithm for Feature Selection from Gene Expression Data(conference:2016 International Conference on Intelligent Computation)(2016/08/02)
  • Ant Colony Optimization with Neighborhood Search for Dynamic TSP(conference:7th International Conference on Swarm Intelligence)(2016/06/25)
  • Single Dendritic Neuron with Nonlinear Computation Capacity: A Case Study on XOR Problem(conference:The 2015 International Conference on Progress in Informatics and Computing (PIC-2015))(2015/12/18)
  • PMPSO: A Near-Optimal Graph Planarization Algorithm using Probability Model based Particle Swarm Optimization(Best Post Paper Award)(conference:The 2015 International Conference on Progress in Informatics and Computing (PIC-2015))(2015/12/18)

Others

Arts and Fieldwork

Patent

Theme to the desired joint research

Grant-in-Aid for Scientific Research

○「樹状突起ニューロンによる非線形的フィルターをもつ畳み込みニューラルネットワーク」(2019-2021) 
○「樹状突起におけるシナプス間の相互作用を考慮したニューロンモデルの提案と検証」(2015-2017) 

Competitive research funding,Contribution

Collaborative research,Consignment study

Classes (Bachelors)

○TOEIC Preparation II(2017)
○TOEIC Preparation III(2017)
○TOEIC Preparation II(2017)
○TOEIC Preparation IV(2017)
○Technical English(2017)
○TOEIC Preparation I(2017)
○TOEIC Preparation I(2017)
○Information and Computer System Engineering Laboratory 1(2017)
○TOEIC Preparation IV(2016)
○TOEIC Preparation III(2016)
○Technical English(2016)
○Information and Computer System Engineering Laboratory 1(2016)
○TOEIC Preparation II(2016)
○TOEIC Preparation II(2016)
○TOEIC Preparation I(2016)
○TOEIC Preparation I(2016)

Classes (Graduate Schools)

○Advanced Multiple-Valued Information Processing(2017)
○Advanced Scientific English(2017)
○Advanced Multiple-Valued Information Processing(2017)
○Advanced Multiple-Valued Information Processing(2017)
○Advanced Multiple-Valued Information Processing(2017)
○Advanced Multiple-Valued Information Processing(2016)
○Advanced Scientific English(2016)

International Project

International Students

Lecture themes

Others (Social Activities)

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