Automatic Epileptic Seizure Detection Using Scalp EEG and Advanced Artificial Intelligence Techniques

Table 4

Top five features for the five scalp regions.

Feature set	Description	Features
1	Top 5 features from region 1	RMS CH2 0.5–30 Hz; Sample entropy CH2 0.5–4 Hz; RMS CH2 4–8 Hz; RMS CH2 0.5–4 Hz; Sample entropy CH1 0.5–4 Hz
2	Top 5 features from region 2	RMS CH16 0.5–30 Hz; RMS CH16 0.5–4 Hz; RMS CH12 12–30 Hz; RMS CH16 12–30 Hz; RMS CH16 4–8 Hz
3	Top 5 features from region 3	RMS CH3 0.5–30 Hz; RMS CH3 0.5–4 Hz; RMS CH4 4–8 Hz; Med Freq CH3 0.5–4 Hz; RMS CH4 0.5–30 Hz
4	Top 5 features from region 4	RMS CH18 4–8 Hz; RMS CH18 0.5–30 Hz; RMS CH17 0.5–30 Hz; RMS CH17 0.5–4 Hz; RMS CH18 0.5–4 Hz
5	Top 5 features from region 5	RMS CH21 0.5–30 Hz; RMS CH21 4–8 Hz; RMS CH21 12–30 Hz; RMS CH21 8–12 Hz; RMS CH21 0.5–4 Hz