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Dendritic Learning




Update: 2024-06-28

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  1. Jiayi Li, Zhenyu Lei, Zhiming Zhang, Haotian Li, Yuki Todo, and Shangce Gao*, "Alternating Excitation-Inhibitory Dendritic Computing for Classification," IEEE Transactions on Artificial Intelligence, 2024. DOI: 10.1109/TAI.2024.3416236, [PDF]. [Code]

  2. Zhiming Zhang, Zhenyu Lei, MengChu Zhou, Hideyuki Hasegawa, and Shangce Gao*, "Complex-valued Convolutional Gated Recurrent Neural Network for Ultrasound Beamforming," IEEE Transactions on Neural Networks and Learning Systems, 2024. DOI: 10.1109/TNNLS.2024.3384314, [PDF]. [Code]

  3. Yu Zhang, Pengxing Cai, Yanan Sun, Zhiming Zhang, Zhenyu Lei, and Shangce Gao*, "A Lightweight Multi-Dendritic Pyramidal Neuron Model with Neural Plasticity on Image Recognition," IEEE Transactions on Artificial Intelligence, 2024. DOI: 10.1109/TAI.2024.3379968, [PDF]. [Code]

  4. Kaiyu Wang, Shangce Gao*, MengChu Zhou, Zhi-Hui Zhan, and Jiujun Cheng, "Fractional Order Differential Evolution," IEEE Transactions on Evolutionary Computation, 2024. DOI: 10.1109/TEVC.2024.3382047, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  5. Zhenyu Lei, Shangce Gao*, Hideyuki Hasegawa, Zhiming Zhang, MengChu Zhou, and Khaled Sedraoui, "Fully Complex-Valued Gated Recurrent Neural Network for Ultrasound Imaging," IEEE Transactions on Neural Networks and Learning Systems, 2023. DOI: 10.1109/TNNLS.2023.3282231, [PDF]. [Code] [Code in Baidu Cloud]

  6. Keyu Song, Yang Yu, Tengfei Zhang, Xiaosi Li, Zhenyu Lei, Houtian He, Yizheng Wang, and Shangce Gao, "Short-Term Load Forecasting Based on CEEMDAN and Dendritic Deep Learning," Knowledge-Based Systems, vol. 294, pp. 111729, June 2024. DOI: 10.1016/j.knosys.2024.111729, [PDF]. [Code] [Code in Baidu Cloud]

  7. Jiaru Yang, Kaiyu Wang, Yirui Wang, Jiahai Wang, Zhenyu Lei, and Shangce Gao*, "Dynamic Population Structures-based Differential Evolution Algorithm," IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 8, no. 3, pp. 2493-2505, June 2024. DOI: 10.1109/TETCI.2024.3367809, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  8. Zhipeng Liu, Zhiming Zhang, Zhenyu Lei, Masaaki Omura, Rong-Long Wang, and Shangce Gao*, "Dendritic Deep Learning for Medical Segmentation," IEEE/CAA Journal of Automatica Sinica, vol. 11, no. 3, pp. 803-805, March 2024. DOI: 10.1109/JAS.2023.123813, [PDF]. [Code]

  9. Jinrui Gao, Ziqian Wang, Ting Jin, Jiujun Cheng, Zhenyu Lei, and Shangce Gao*, "Information gain ratio-based subfeature grouping empowers particle swarm optimization for feature selection," Knowledge-Based Systems, vol. 286, pp. 111380, February 2024. DOI: 10.1016/j.knosys.2024.111380, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  10. Zhiming Zhang, Zhenyu Lei, Masaaki Omura, Hideyuki Hasegawa, and Shangce Gao*, "Dendritic Learning-incorporated Vision Transformer for Image Recognition," IEEE/CAA Journal of Automatica Sinica, vol. 11, no. 2, pp. 539-541, February 2024. DOI: 10.1109/JAS.2023.123978, [PDF]. [Code]

  11. Qingya Sui, Yang Yu, Kaiyu Wang, Lin Zhong, Zhenyu Lei, and Shangce Gao*, "Best-worst Individuals Driven Multiple-layered Differential Evolution," Information Sciences, vol. 655, pp. 119889, January 2024. DOI: 10.1016/j.ins.2023.119889, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  12. Zhentao Tang, Kaiyu Wang, Sichen Tao, Yuki Todo, Rong-Long Wang, and Shangce Gao*, "Hierarchical Manta Ray Foraging Optimization with Weighted Fitness-Distance Balance Selection," International Journal of Computational Intelligence Systems, vol. 16, no. 1, pp. 76, December 2023. DOI: 10.1007/s44196-023-00289-4, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  13. Zonghui Cai, Xiao Yang, MengChu Zhou, Zhi-Hui Zhan, and Shangce Gao*, "Toward explicit control between exploration and exploitation in evolutionary algorithms: A case study of differential evolution," Information Sciences, vol. 649, pp. 119656, November 2023. DOI: 10.1016/j.ins.2023.119656, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  14. Anjing Guo, Yirui Wang, Lijun Guo, Rong Zhang, Yang Yu, and Shangce Gao*, "An adaptive position-guided gravitational search algorithm for function optimization and image threshold segmentation," Engineering Applications of Artificial Intelligence, vol. 121, pp. 106040, May 2023. DOI: 10.1016/j.engappai.2023.106040, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  15. Zhiming Zhang, Shangce Gao*, Zhenyu Lei, Runqun Xiong, and Jiujun Cheng, "Pareto Dominance Archive and Coordinated Selection Strategy-Based Many-Objective Optimizer for Protein Structure Prediction," IEEE/ACM Transactions on Computational Biology and Bioinformatics, vol. 20, no. 3, pp. 2328-2340, May 2023. DOI: 10.1109/TCBB.2023.3247025, [PDF]. [Code]

  16. Kaiyu Wang, Yirui Wang, Sichen Tao, Zonghui Cai, Zhenyu Lei, and Shangce Gao*, "Spherical Search Algorithm with Adaptive Population Control for Global Continuous Optimization Problems," Applied Soft Computing, vol. 132, pp. 109845, January 2023. DOI: 10.1016/j.asoc.2022.109845, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  17. Xiao Yang, Zonghui Cai, Ting Jin, Zheng Tang, and Shangce Gao*, "A Three-phase Search Approach with Dynamic Population Size for Solving the Maximally Diverse Grouping Problem," European Journal of Operational Research, vol. 302, no. 3, pp. 925-953, November 2022. DOI: 10.1016/j.ejor.2022.02.003, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  18. Ziqian Wang, Shangce Gao*, Yong Zhang, and Lijun Guo, "Symmetric uncertainty-incorporated probabilistic sequence-based ant colony optimization for feature selection in classification," Knowledge-Based Systems, vol. 256, pp. 109874, November 2022. DOI: 10.1016/j.knosys.2022.109874, [PDF]. [Code] [Code in Baidu Cloud]

  19. Haichuan Yang, Yang Yu, Jiujun Cheng, Zhenyu Lei, Zonghui Cai, Zihang Zhang, and Shangce Gao*, "An Intelligent Metaphor-free Spatial Information Sampling Algorithm for Balancing Exploitation and Exploration," Knowledge-Based Systems, vol. 250, pp. 109081, August 2022. DOI: 10.1016/j.knosys.2022.109081, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  20. Zhenyu Lei, Shangce Gao*, Zhiming Zhang, MengChu Zhou, and Jiujun Cheng, "MO4: A Many-objective Evolutionary Algorithm for Protein Structure Prediction," IEEE Transactions on Evolutionary Computation, vol. 26, no. 3, pp. 417-430, June 2022. DOI: 10.1109/TEVC.2021.3095481, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  21. Xiaosi Li, Kaiyu Wang, Haichuan Yang, Sichen Tao, Shuai Feng, and Shangce Gao*, "PAIDDE: A Permutation-Archive Information Directed Differential Evolution Algorithm," IEEE Access, vol. 10, pp. 50384-50402, May 2022. DOI: 10.1109/ACCESS.2022.3173622, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud]

  22. Zonghui Cai, Shangce Gao*, Xiao Yang, Gang Yang, Shi Cheng, and Yuhui Shi, "Alternate Search Pattern-based Brain Storm Optimization," Knowledge-Based Systems, vol. 238, pp. 107896, February 2022. DOI: 10.1016/j.knosys.2021.107896, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  23. Haichuan Yang, Sichen Tao, Zhiming Zhang, Zonghui Cai, and Shangce Gao*, "Spatial information sampling: another feedback mechanism of realising adaptive parameter control in meta-heuristic algorithms," International Journal of Bio-inspired Computation, vol. 19, no. 1, pp. 48-58, February 2022. DOI: 10.1504/IJBIC.2022.120751, [PDF]. [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  24. Shangce Gao, Yang Yu, Yirui Wang, Jiahai Wang, Jiujun Cheng, and MengChu Zhou, "Chaotic Local Search-based Differential Evolution Algorithms for Optimization," IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 6, pp. 3954-3967, June 2021. DOI: 10.1109/TSMC.2019.2956121, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  25. Yirui Wang, Shangce Gao*, Yang Yu, Zonghui Cai, and Ziqian Wang, "A gravitational search algorithm with hierarchy and distributed framework," Knowledge-Based Systems, vol. 218, pp. 106877, April 2021. DOI: 10.1016/j.knosys.2021.106877, [PDF]. [Experimental Results DATA] [Experimental Results DATA in Baidu Cloud] Ext Code: ab12

  26. Shangce Gao, Kaiyu Wang, Sichen Tao, Ting Jin, Hongwei Dai, and Jiujun Cheng, "A State-of-the-art Differential Evolution Algorithm for Parameter Estimation of Solar Photovoltaic Models," Energy Conversion and Management, vol. 230, pp. 113784, February 2021. DOI: 10.1016/j.enconman.2020.113784, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  27. Zhenyu Lei, Shangce Gao*, Shubham Gupta, Jiujun Cheng, and Gang Yang, "An aggregative learning gravitational search algorithm with self-adaptive gravitational constants," Expert Systems with Applications, vol. 152, Article ID 113396, 18 pages, August 2020. DOI: 10.1016/j.eswa.2020.113396, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  28. Xiaosi Li, Zonghui Cai, Yirui Wang, Yuki Todo, Jiujun Cheng, and Shangce Gao*, "TDSD: A New Evolutionary Algorithm Based on Triple Distinct Search Dynamics," IEEE Access, vol. 8, no. 1, pp. 76752-76764, April 2020. DOI: 10.1109/ACCESS.2020.2989029, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  29. Yirui Wang, Shangce Gao*, Yang Yu, Ziqian Wang, Jiujun Cheng, and Yuki Todo, "A gravitational search algorithm with chaotic neural oscillators," IEEE Access, vol. 8, pp. 25938-25948, February 2020. DOI: 10.1109/ACCESS.2020.2971505, [PDF]. [Experimental Results DATA]

  30. Yirui Wang, Yang Yu, Shangce Gao*, Haiyu Pan, and Gang Yang, "A hierarchical gravitational search algorithm with an effective gravitational constant," Swarm and Evolutionary Computation, vol. 46, pp. 118-139, May 2019. DOI: 10.1016/j.swevo.2019.02.004, [PDF]. [Experimental Results DATA]

  31. Yang Yu, Shangce Gao*, Yirui Wang, and Yuki Todo, "Global Optimum-based Search Differential Evolution," IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 2, pp. 379-394, March 2019. DOI: 10.1109/JAS.2019.1911378, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  32. Shangce Gao, MengChu Zhou, Yirui Wang, Jiujun Cheng, Hanaki Yachi, and Jiahai Wang, "Dendritic neuron model with effective learning algorithms for classification, approximation, and prediction," IEEE Transactions on Neural Networks and Learning Systems, vol. 30, no. 2, pp. 601-614, February 2019. DOI: 10.1109/TNNLS.2018.2846646, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  33. Yang Yu, Shangce Gao*, Yirui Wang, Jiujun Cheng, and Yuki Todo, "ASBSO: An Improved Brain Storm Optimization With Flexible Search Length and Memory-Based Selection," IEEE Access, vol. 6, pp. 36977-36994, December 2018. DOI: 10.1016/j.asoc.2018.07.042, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  34. Yang Yu, Shangce Gao*, Shi Cheng, Yirui Wang, Shuangyu Song, and Fenggang Yuan, "CBSO: a memetic brain storm optimization with chaotic local search," Memetic Computing, vol. 10, no. 4, pp. 353-367, December 2018. DOI: 10.1007/s12293-017-0247-0, [PDF]. [Experimental Results DATA] [Code] [Experimental Results DATA in Baidu Cloud] [Code in Baidu Cloud] Ext Code: ab12

  35. Zhenyu Song, Shangce Gao*, Yang Yu, Jian Sun, and Yuki Todo, "Multiple chaos embedded gravitational search algorithm," IEICE Transactions on Information and Systems, vol. E100-D, no. 4, pp. 888-900, April 2017. DOI: 10.1587/transinf.2016EDP7512, [PDF]. [Experimental Results DATA]