Epileptic Seizure Detection with Hybrid Time-Frequency EEG Input: A Deep Learning Approach

Table 5

Performance of normal vs. nonseizure case (AB vs. CD) with 10-fold cross-validation.

Methods	K1	K2	K3	K4	K5	K6	K7	K8	K9	K10	Mean	Variance
EEG	0.9806	0.9667	0.9667	0.9722	0.9667	0.9806	0.9861	0.9556	0.9861	0.9417	0.9703	0.0141
DWT	0.9694	0.9750	0.9639	0.9722	0.9528	0.9806	0.9833	0.9167	0.9306	0.9472	0.9592	0.0221
FFT	0.8556	0.8556	0.8444	0.8361	0.7222	0.8167	0.8583	0.8694	0.8444	0.6	0.8103	0.0849
STFT	0.9917	0.9778	0.9861	0.9611	0.9417	0.9833	0.9917	0.9750	0.95	0.9417	0.97	0.0198
Hybrid	0.9917	0.9778	0.9833	0.9778	0.9722	0.9889	0.9889	0.9556	0.9833	0.9694	0.9789	0.011