基于脉冲序列编码的递归脉冲神经网络深度学习方法研究

61762080
2017
F0201.计算机科学的基础理论
蔺想红
地区科学基金项目
教授
西北师范大学
38万元
反馈比对;深度学习;脑时空序列数据;Kullback-Leibler散度;递归脉冲神经网络
2018-01-01到2021-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 基于深度学习网络的神经元自适应投影分类方法 期刊论文 蔺想红;郑鉴洋;王向文;马慧芳
2 A Neuronal Morphology Classification Approach Based on Deep Residual Neural Networks 会议论文 Xianghong Lin;Jianyang Zheng;Xiangwen Wang;Huifang Ma
3 Supervised Learning in Spiking Neural Networks: A Review of Algorithms and Evaluations 期刊论文 Xiangwen Wang;Xianghong Lin;Xiaochao Dang
4 An Adaptive Structure Learning Algorithm for Multi-Layer Spiking Neural Networks 会议论文 Doudou Wu;Xianghong Lin;Pangao Du
5 Supervised Learning Algorithm for Multi-Spike Liquid State Machines 会议论文 Xianghong Lin;Qian Li;Dan Li
6 An Evolutionary Developmental Approach for Generation of 3D Neuronal Morphologies Using Gene Regulatory Networks 期刊论文 Xianghong Lin;Zhiqiang Li;Huifang Ma;Xiangwen Wang
7 Quantitative Analysis of Influence of Morphological Feature Selection on Neuron Classification 会议论文 Jianyang Zheng;Xianghong Lin
8 A Neuronal Morphology Classification Approach Based on Locally Cumulative Connected Deep Neural Networks 期刊论文 Xianghong Lin;Jianyang Zheng
9 Gradient Descent Learning Algorithm Based on Spike Selection Mechanism for Multilayer Spiking Neural Networks 会议论文 Xianghong Lin;Tiandou Hu;Xiangwen Wang;Han Lu
10 基于深度卷积脉冲神经网络的ADHD疾病诊断辅助决策系统 专利 蔺想红;张梦炜;王向文;吴豆豆;耿嘉威
11 Supervised Learning Algorithm for Spiking Neural Networks Based on Nonlinear Synaptic Interaction 会议论文 Xianghong Lin;Jiawei Geng;Qian Li
12 Spike-Train Level Unsupervised Learning Algorithm for Deep Spiking Belief Networks 会议论文 Xianghong Lin;Pangao Du
13 An Unsupervised Learning Algorithm for Deep Recurrent Spiking Neural Networks 会议论文 Pangao Du;Xianghong lin;Xiaomei Pi;Xiangwen wang
14 Supervised Learning of Single-Layer Spiking Neural Networks for Image Classification 会议论文 Qiang Ma;Xianghong Lin;Xiangwen Wang
15 Supervised Learning Algorithm for Multilayer Spiking Neural Networks with Long-Term Memory Spike Response Model 期刊论文 Xianghong Lin;Mengwei Zhang;Xiangwen Wang
16 A Supervised Learning Algorithm for Recurrent Spiking Neural Networks Based on BP-STDP 会议论文 Wenjun Guo;Xianghong Lin;Xiaofei Yang
17 物联网生态监测的关键技术研究及应用 奖励 党小超;郝占军;蔺想红;贾向东;李焱;马满福;张志昌;李芬芳;刘颜星
18 An FPGA-based Implementation Method for Quadratic Spiking Neuron Model 会议论文 Xianghong Lin;Han Lu;Xiaomei Pi;Xiangwen Wang
19 FA-STDP: Feedback Alignment Learning Algorithm Using Spike Timing Dependent 会议论文 Tingyu Ren;Xianghong Lin;Xiaofei Yang;Xiangwen Wang
20 One-Pass Online Learning Based on Gradient Descent for Multilayer Spiking Neural Networks 期刊论文 Xianghong Lin;Tiandou Hu;Xiangwen Wang
21 An Epilepsy and Seizure Classification Approach Based on Multi-Spike Liquid State Machines 会议论文 Mengwei Zhang;Xianghong Lin;Pangao Du
22 An Automatic Sleep Stage Classification Approach Based on Multi-Spike Supervised Learning 会议论文 Ziyi Zhao;Xianghong Lin;Mengwei Zhang
23 A Delay Learning Algorithm Based on Spike Train Kernels for Spiking Neurons 期刊论文 Xiangwen Wang;Xianghong Lin;Xiaochao Dang
24 基于分段线性脉冲神经元网络的FPGA实现方法 专利 蔺想红;鲁晗;皮晓妹;石国勇
25 一种多机通信装置 专利 蔺想红;皮晓妹;杜攀高
26 脉冲神经网络原理及应用 专著 蔺想红;王向文
27 A Supervised Multi-spike Learning Algorithm for Recurrent Spiking Neural Networks 会议论文 Xianghong Lin;Guoyong Shi
28 Software Defect Prediction with Spiking Neural Networks 会议论文 Xianghong Lin;Jie Yang;Zhiqiang Li
29 A Deep Clustering Algorithm based on Gaussian Mixture Model 会议论文 Xianghong Lin;Xiaofei Yang;Ying Li
30 Image Segmentation Method Based on Spiking Neural Network with Adaptive Synaptic Weights 会议论文 Donghao Zheng;Xianghong Lin;Xiangwen Wang
31 基于物联网的自然灾害监测预警关键技术研究及应用 奖励 郝占军;蔺想红;党小超;马满福;李晓纯;张志昌;李扬
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