An Unsupervised Approach to Learning and Early Detection of Spatio-Temporal Patterns Using Spiking Neural Networks

被引:0
|
作者
Rekabdar, Banafsheh [1 ]
Nicolescu, Monica [1 ]
Kelley, Richard [1 ]
Nicolescu, Mircea [1 ]
机构
[1] Computer Science and Engineering Department, University of Nevada, Reno, Reno,NV,89557, United States
关键词
Compilation and indexing terms; Copyright 2025 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Sampling - Encoding (symbols) - Neural networks - Image recognition - Neurons
引用
收藏
页码:83 / 97
相关论文
共 50 条
  • [21] Training spiking neural networks to associate spatio-temporal input-output spike patterns
    Mohemmed, Ammar
    Schliebs, Stefan
    Matsuda, Satoshi
    Kasabov, Nikola
    NEUROCOMPUTING, 2013, 107 : 3 - 10
  • [22] Unsupervised Learning Based on Temporal Coding Using STDP in Spiking Neural Networks
    Sun, Congyi
    Chen, Qinyu
    Chen, Kai
    He, Guoqiang
    Fu, Yuxiang
    Li, Li
    2022 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS 22), 2022, : 2142 - 2146
  • [23] Acquisition and Representation of Spatio-Temporal Signals in Polychronizing Spiking Neural Networks
    Wang, Felix
    Severa, William M.
    Rothganger, Fred
    PROCEEDINGS OF THE 2019 7TH ANNUAL NEURO-INSPIRED COMPUTATIONAL ELEMENTS WORKSHOP (NICE 2019), 2020,
  • [24] Efficient human activity recognition with spatio-temporal spiking neural networks
    Li, Yuhang
    Yin, Ruokai
    Kim, Youngeun
    Panda, Priyadarshini
    FRONTIERS IN NEUROSCIENCE, 2023, 17
  • [25] Cerebron: A Reconfigurable Architecture for Spatio-Temporal Sparse Spiking Neural Networks
    Chen, Qinyu
    Gao, Chang
    Fu, Yuxiang
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2022, 30 (10) : 1425 - 1437
  • [26] Efficient Processing of Spatio-Temporal Data Streams With Spiking Neural Networks
    Kugele, Alexander
    Pfeil, Thomas
    Pfeiffer, Michael
    Chicca, Elisabetta
    FRONTIERS IN NEUROSCIENCE, 2020, 14
  • [27] Unsupervised Anomaly Detection in Multivariate Spatio-Temporal Datasets Using Deep Learning
    Karadayi, Yildiz
    ADVANCED ANALYTICS AND LEARNING ON TEMPORAL DATA, AALTD 2019, 2020, 11986 : 167 - 182
  • [28] Learning spatio-temporal patterns with Neural Cellular Automata
    Richardson, Alex D.
    Antal, Tibor
    Blythe, Richard A.
    Schumacher, Linus J.
    PLOS COMPUTATIONAL BIOLOGY, 2024, 20 (04)
  • [29] Learning spatio-temporal stimuli with networks of spiking neurons and dynamic synapses
    Storck, J
    Jäkel, F
    Deco, G
    NEUROCOMPUTING, 2001, 38 : 935 - 943
  • [30] Misbehavior detection with spatio-temporal graph neural networks ☆
    Yuce, Mehmet Fatih
    Erturk, Mehmet Ali
    Aydin, Muhammed Ali
    COMPUTERS & ELECTRICAL ENGINEERING, 2024, 116