Table 8 Top 10 features in the ranked feature lists (CML, total data, 60 s window).
Rank | Feature (extracted by CML algorithm with 60-s windows) | |||||
|---|---|---|---|---|---|---|
Mean (F-score) | Median (F-score) | Variance (F-score) | Standard Deviation (F-score) | RMS (F-score) | Peak (F-score) | |
1st | VFT_1 (2.743) | recog_1 (3.174) | recog_1 (2.998) | recog_1 (3.174) | recog_2 (3.207) | N-back_0 (2.597) |
2nd | emotion_0 (2.656) | recog_2 (2.915) | VFT_2 (2.736) | recog_2 (2.915) | recog_1 (3.002) | Stroop_1 (2.506) |
3rd | recog_2 (2.323) | VFT_2 (2.318) | N-back_1 (2.546) | VFT_2 (2.318) | emotion_0 (2.531) | VFT_2 (2.473) |
4th | Stroop_2 (2.315) | ToL_2 (2.239) | recog_2 (2.485) | ToL_2 (2.239) | N-back_2 (2.340) | emotion_1 (2.448) |
5th | Stroop_1 (2.040) | N-back_1 (2.110) | emotion_1 (2.329) | N-back_1 (2.110) | VFT_2 (2.203) | CBT_1 (2.427) |
6th | recog_1 (1.997) | N-back_2 (2.101) | CBT_1 (2.170) | N-back_2 (2.101) | Stroop_2 (1.975) | Stroop_2 (2.424) |
7th | VFT_2 (1.941) | VFT_1 (1.992) | Stroop_2 (1.950) | VFT_1 (1.992) | VFT_1 (1.974) | emotion_2 (2.252) |
8th | resting_2 (1.925) | emotion_0 (1.930) | emotion_0 (1.799) | emotion_0 (1.930) | N-back_1 (1.951) | VFT_1 (2.184) |
9th | recog_0 (1.879) | CBT_1 (1.921) | N-back_2 (1.774) | CBT_1 (1.921) | recog_0 (1.938) | VFT_0 (2.150) |
10th | Stroop_0 (1.871) | emotion_1 (1.876) | recog_0 (1.758) | emotion_1 (1.876) | emotion_2 (1.877) | recog_0 (2.111) |
Minimum (F-score) | Range (F-score) | Number of Peaks (F-score) | Sum of Peaks (F-score) | Skewness (F-score) | Kurtosis (F-score) | |
|---|---|---|---|---|---|---|
1st | VFT_2 (2.840) | N-back_2 (2.730) | VFT_1 (2.470) | emotion_2 (3.033) | N-back_2 (3.486) | VFT_0 (3.551) |
2nd | VFT_1 (2.830) | emotion_2 (2.696) | emotion_1 (2.038) | VFT_0 (2.874) | N-back_1 (3.049) | resting_1 (3.443) |
3rd | emotion_2 (2.710) | recog_2 (2.646) | CBT_0 (1.867) | Stroop_0 (2.359) | resting_2 (2.569) | VFT_12 (3.181) |
4th | recog_0 (2.312) | ToL_2 (2.551) | VFT_0 (1.854) | emotion_1 (2.243) | Stroop_0 (2.559) | emotion_17 (2.805) |
5th | emotion_1 (2.300) | Stroop_1 (2.403) | emotion_2 (1.845) | emotion_0 (2.192) | resting_0 (2.457) | recog_16 (2.799) |
6th | recog_1 (2.198) | emotion_1 (2.386) | resting_1 (1.836) | VFT_2 (2.180) | recog_2 (2.415) | recog_12 (2.585) |
7th | recog_2 (2.194) | recog_1 (2.322) | Stroop_0 (1.818) | VFT_1 (2.026) | VFT_1 (2.398) | emotion_18 (2.565) |
8th | emotion_0 (2.188) | VFT_2 (2.219) | recog_1 (1.800) | CBT_2 (1.987) | emotion_0 (2.345) | Stroop_5 (2.537) |
9th | CBT_2 (2.152) | recog_0 (2.205) | VFT_2 (1.796) | resting_1 (1.973) | VFT_0 (2.326) | recog_20 (2.449) |
10th | N-back_0 (2.008) | VFT_0 (2.185) | resting_2 (1.700) | N-back_2 (1.934) | CBT_0 (2.269) | Stroop_12 (2.353) |
