Author

Athanasios Karagounis

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Preprint Aug 2026

EEG Decoding Using CNN and LSTM Network

A hybrid deep-learning architecture that integrates a convolutional neural network (CNN) with a bidirectional long short-term memory (bi-LSTM) network is introduced that provides robust performance for both two- and three-class motor-imagery classification and demonstrates promising subject-independent decoding capabil...

Athanasios Karagounis · 0 citations