Entropy-driven deep learning framework for epilepsy detection using electro encephalogram signals

[Display omitted] •Novel entropy-driven deep learning detects epilepsy with 94% accuracy from EEG signals.•Multivariate entropy features capture complex brain activity for robust seizure detection.•UMAP enhances feature discrimination for better epilepsy classification.•ResNet and Bi-LSTM model capt...

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Bibliographic Details
Published in:Neuroscience Vol. 577; pp. 12 - 24
Main Authors: Singh Sikarwar, Sandeep, Rana, Arun Kumar, Sengar, Sandeep Singh
Format: Journal Article
Language:English
Published: United States Elsevier Inc 21.06.2025
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ISSN:0306-4522, 1873-7544, 1873-7544
Online Access:Get full text
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