Table 7 Top 10 features in the ranked feature lists (CML, total data, 10 s window).
Rank | Feature (extracted by CML algorithm with 10-s windows) | |||||
|---|---|---|---|---|---|---|
Mean (F-score) | Median (F-score) | Variance (F-score) | Standard Deviation (F-score) | RMS (F-score) | Peak (F-score) | |
1st | VFT_7 (5.462) | N-back_20 (13.607) | emotion_15 (9.008) | N-back_20 (13.607) | N-back_20 (9.721) | resting_18 (6.156) |
2nd | recog_9 (5.070) | VFT_10 (6.748) | N-back_20 (8.641) | VFT_10 (6.748) | recog_17 (7.117) | N-back_2 (5.779) |
3rd | ToL_11 (4.947) | resting_1 (6.548) | resting_1 (7.331) | resting_1 (6.548) | recog_9 (7.002) | emotion_3 (5.764) |
4th | recog_18 (4.840) | ToL_11 (6.095) | ToL_11 (7.259) | ToL_11 (6.095) | ToL_11 (5.607) | N-back_16 (5.011) |
5th | emotion_10 (4.826) | VFT_15 (6.056) | Stroop_12 (6.122) | VFT_15 (6.056) | VFT_13 (5.518) | VFT_13 (4.947) |
6th | emotion_4 (4.714) | Stroop_12 (5.254) | VFT_15 (5.918) | Stroop_12 (5.254) | emotion_18 (5.350) | resting_15 (4.138) |
7th | emotion_2 (4.327) | VFT_8 (5.220) | emotion_5 (5.002) | VFT_8 (5.220) | VFT_6 (5.065) | VFT_7 (4.068) |
8th | Stroop_9 (3.838) | resting_18 (4.756) | VFT_12 (4.567) | resting_18 (4.756) | emotion_16 (4.700) | CBT_2 (4.001) |
9th | VFT_6 (3.522) | recog_13 (4.533) | Stroop_3 (4.529) | recog_13 (4.533) | VFT_8 (4.506) | recog_16 (3.786) |
10th | recog_10 (3.351) | emotion_15 (4.506) | recog_13 (4.016) | emotion_15 (4.506) | recog_6 (4.421) | N-back_10 (3.541) |
Minimum (F-score) | Range (F-score) | Number of Peaks (F-score) | Sum of Peaks (F-score) | Skewness (F-score) | Kurtosis (F-score) | |
|---|---|---|---|---|---|---|
1st | N-back_20 (6.675) | recog_13 (9.891) | VFT_5 (7.428) | N-back_8 (9.893) | recog_5 (7.800) | VFT_0 (7.849) |
2nd | N-back_9 (5.287) | N-back_20 (8.700) | CBT_11 (5.998) | recog_18 (7.624) | VFT_4 (5.814) | resting_1 (6.993) |
3rd | emotion_19 (5.176) | ToL_11 (6.758) | recog_10 (5.759) | N-back_2 (7.464) | VFT_7 (5.625) | VFT_12 (6.547) |
4th | VFT_8 (4.660) | recog_7 (6.447) | N-back_2 (5.438) | N-back_11 (7.035) | N-back_20 (5.624) | emotion_17 (6.534) |
5th | Stroop_10 (4.639) | emotion_15 (6.390) | Stroop_12 (5.256) | VFT_5 (6.800) | recog_6 (5.623) | recog_16 (6.082) |
6th | ToL_11 (4.428) | Stroop_19 (5.464) | CBT_20 (4.746) | resting_3 (6.644) | CBT_13 (5.389) | recog_12 (5.872) |
7th | VFT_13 (4.155) | resting_15 (5.168) | Stroop_4 (4.685) | emotion_16 (6.216) | recog_2 (5.301) | emotion_18 (5.810) |
8th | VFT_16 (3.963) | resting_13 (5.086) | recog_15 (4.499) | recog_20 (6.153) | recog_10 (5.245) | Stroop_5 (5.074) |
9th | VFT_11 (3.894) | Stroop_14 (4.747) | VFT_1 (4.322) | recog_7 (5.735) | N-back_9 (5.046) | recog_20 (5.024) |
10th | emotion_10 (3.828) | Stroop_12 (4.620) | N-back_7 (4.306) | emotion_0 (5.489) | emotion_17 (4.988) | Stroop_12 (4.951) |
