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Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing
Zhang,Yun1; Liu,Ying1; Feng,TingTing2,3; Zhang,Tao2,3; Qu,Hong1; Yi,Zhang4
第一作者Zhang,Yun
通讯作者邮箱qu, hong
心理所单位排序2
摘要

Understanding the neural mechanisms underlying biological motion perception remains a significant challenge in neuroscience. To further explore this mechanism, we construct the BioMotion-SNN model using real bioneural data from the MT to MST regions in macaques. To characterize neuron activity within specific time windows, we propose the windows learning strategy, which employs windowed learning to extract crucial information related to specific events or stimuli. By analyzing the connectivity structure of the BioMotion-SNN model, we identify regular projection patterns from MT to MST, reflected in the varying response characteristics of MT neurons based on their projection strength to different MST neuron populations. This work not only verifies some biological properties of MST neurons, but also underscores the potential of neurodevelopmental SNN models, driven byreal electrophysiological data, in improving our understanding of neural processing.

2024
语种英语
发表期刊SSRN
ISSN1556-5068
期刊论文类型综述
收录类别EI
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/48508
专题脑与认知科学国家重点实验室
作者单位1.School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu; 610054, China
2.State Key Laboratory of Brain and Cognitive Science, Institute of Psychology, Chinese Academy of Sciences, Beijing; 100101, China
3.Department of Psychology, University of Chinese Academy of Sciences, Beijing; 100049, China
4.College of Computer Science, Sichuan University, Chengdu; 610065, China
推荐引用方式
GB/T 7714
Zhang,Yun,Liu,Ying,Feng,TingTing,et al. Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing[J]. SSRN,2024.
APA Zhang,Yun,Liu,Ying,Feng,TingTing,Zhang,Tao,Qu,Hong,&Yi,Zhang.(2024).Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing.SSRN.
MLA Zhang,Yun,et al."Spiking Neural Network Analysis of Mt-Mst Pathways in Biological Motion Processing".SSRN (2024).
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