Seizure Detection and Network Dynamics of Generalized Convulsive Seizures: Towards Rational Designing of Closed-Loop Neuromodulation
Table 1
Classification of the seizures stages using data-driven approach on Granger’s Causality data; principle component analysis (PCA) showed that the three stages had distinct mean Granger’s Causality values.
G causality mean
Preseizure (eigenvalue)
Seizure (eigenvalue)
Postseizure (eigenvalue)
Thalamus-frontal
0.732
0.731
0.777
Frontal-thalamus
0.72
0.677
0.747
Thalamus-parietal
0.626
0.552
0.552
Parietal-thalamus
0.79
0.766
0.882
Thalamus-hippocampus
0.666
0.72
0.734
Hippocampal-thalamus
0.813
0.83
0.865
Extraction method: principal component analysis
Rotation method: Varimax with Kaiser Normalization
