Epileptic seizure prediction via multidimensional transformer and recurrent neural network fusion

Topics

Seizure prediction · multidimensional Transformer model · LSTM-GRU fusion · recurrent neural network · short-time Fourier transform · EEG classification · Time-frequency feature extraction · gating mechanism · University of Bonn EEG dataset · CHB-MIT dataset · binary classification task · tertiary classification task · seizure detection sensitivity · seizure detection specificity · Temporal feature extraction · frequency feature learning