A Reinforced, Event-Driven, and Attention-Based Convolution Spiking Neural Network for Multivariate Time Series Prediction

A Reinforced, Event-Driven, and Attention-Based Convolution Spiking Neural Network for Multivariate Time Series Prediction

Despite spiking neural networks (SNNs) inherently exceling at processing time series due to their rich spatio-temporal information and efficient event-driven computing, the challenge of extracting complex correlations between variables in multivariate time series (MTS) remains to be addressed. This...

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Bibliographic Details
Main Authors: Ying Li, Xikang Guan, Wenwei Yue, Yongsheng Huang, Bin Zhang, Peibo Duan
Format: Article
Language:English
Published: MDPI AG 2025-04-01
Series:Biomimetics
Subjects:
spiking neural network (SNN)
attention mechanism
multivariate time series prediction
pooling strategy
coding
deep learning
Online Access:https://www.mdpi.com/2313-7673/10/4/240
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