Advancing EEG based stress detection using spiking neural networks and convolutional spiking neural networks

Advancing EEG based stress detection using spiking neural networks and convolutional spiking neural networks

Abstract Accurate and efficient analysis of Electroencephalogram (EEG) signals is crucial for applications like neurological diagnosis and Brain-Computer Interfaces (BCI). Traditional methods often fall short in capturing the intricate temporal dynamics inherent in EEG data. This paper explores the...

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Bibliographic Details
Main Authors: Aaditya Joshi, Paramveer Singh Matharu, Lokesh Malviya, Manoj Kumar, Akshay Jadhav
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Electroencephalogram (EEG)
Spiking neural networks (SNN)
Convolutional spiking neural networks (CSNN)
Online Access:https://doi.org/10.1038/s41598-025-10270-0
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