Brain-inspired modular echo state network for EEG-based emotion recognition

Brain-inspired modular echo state network for EEG-based emotion recognition

Previous studies have successfully applied a lightweight recurrent neural network (RNN) called Echo State Network (ESN) for EEG-based emotion recognition. These studies use intrinsic plasticity (IP) and synaptic plasticity (SP) to tune the hidden reservoir layer of ESN, yet they require extra traini...

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Bibliographic Details
Main Authors: Liuyi Yang, Zhaoze Wang, Guoyu Wang, Lixin Liang, Meng Liu, Junsong Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-03-01
Series:Frontiers in Neuroscience
Subjects:
modular echo state network
emotion recognition
EEG
memory capacity
heterogeneity
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2024.1305284/full

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https://www.frontiersin.org/articles/10.3389/fnins.2024.1305284/full

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