Table 1 Features extracted and comparison between datasets.
From: Patterns of activity correlate with symptom severity in major depressive disorder patients
Train dataset (N = 12) | Test dataset (N = 12) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
Average | SD | Min | Max | Average | SD | min | max | p | |
MADRS | 29.2 | 3.3 | 23 | 35 | 28.8 | 4.2 | 24 | 37 | 0.83 |
Rec. length | 9.9 | 2.5 | 6 | 13 | 6.7 | 0.8 | 5 | 7 | 0.00 |
Age | 48.1 | 14.7 | 25 | 78 | 42.1 | 12.1 | 20 | 63 | 0.29 |
Sex (M/F) | 3/9 | 5/7 | 0.39 | ||||||
Period | 24.0 | 0.1 | 23.9 | 24.2 | 24.1 | 0.6 | 23.5 | 25.4 | 0.53 |
M10* | 9511 | 2771 | 4064 | 13,058 | 337 | 126 | 152 | 656 | 0.00 |
M10L | 14.9 | 2.6 | 11.8 | 18.9 | 15.8 | 2.2 | 12.4 | 20.4 | 0.36 |
L5* | 728 | 513 | 255 | 1673 | 25 | 16 | 8 | 62 | 0.00 |
L5L | 3.8 | 1.0 | 1.6 | 5.7 | 5.3 | 3.3 | 0.9 | 11.2 | 0.15 |
RA | 0.86 | 0.08 | 0.69 | 0.94 | 0.85 | 0.09 | 0.65 | 0.96 | 0.82 |
Alpha full | 0.99 | 0.03 | 0.95 | 1.05 | 0.99 | 0.02 | 0.95 | 1.03 | 0.95 |
Alpha short | 1.01 | 0.04 | 0.95 | 1.10 | 0.98 | 0.03 | 0.93 | 1.03 | 0.08 |
Alpha long | 1.03 | 0.08 | 0.91 | 1.19 | 0.99 | 0.32 | 0.00 | 1.22 | 0.65 |
IV5 | 0.51 | 0.09 | 0.35 | 0.68 | 0.51 | 0.05 | 0.42 | 0.60 | 0.80 |
IV30 | 0.70 | 0.15 | 0.47 | 1.02 | 0.70 | 0.13 | 0.52 | 1.00 | 0.99 |
IV60 | 0.83 | 0.13 | 0.64 | 1.12 | 0.73 | 0.14 | 0.43 | 0.95 | 0.08 |
IS5 | 0.33 | 0.04 | 0.29 | 0.41 | 0.31 | 0.08 | 0.19 | 0.44 | 0.55 |
IS30 | 0.39 | 0.04 | 0.33 | 0.45 | 0.39 | 0.11 | 0.22 | 0.56 | 0.96 |
IS60 | 0.51 | 0.06 | 0.38 | 0.62 | 0.45 | 0.14 | 0.25 | 0.63 | 0.15 |
