Table 3 Weighted F1-scores (F1) for each classifier to distinguish PwMS from HC and the MS type (none, RRMS and PMS)
From: Modeling multiple sclerosis using mobile and wearable sensor data
PwMS vs Healthy (Binary) | MS Type (3-class) | |||||||
|---|---|---|---|---|---|---|---|---|
Group | LR | FCNN | RF | XGB | LR | FCNN | RF | XGB |
Behavioral | 0.78 (0.10) | 0.75 (0.12) | 0.72 (0.12) | 0.72 (0.11) | 0.62 (0.22) | 0.58 (0.18) | 0.55 (0.22) | 0.54 (0.20) |
Physiological | 0.73 (0.12) | 0.70 (0.12) | 0.68 (0.14) | 0.68 (0.11) | 0.51 (0.15) | 0.49 (0.15) | 0.47 (0.15) | 0.48 (0.15) |
Sleep routine | 0.37 (0.21) | 0.35 (0.20) | 0.45 (0.11) | 0.46 (0.14) | 0.29 (0.12) | 0.29 (0.12) | 0.30 (0.12) | 0.33 (0.12) |
Performance | 0.76 (0.14) | 0.76 (0.15) | 0.73 (0.12) | 0.70 (0.13) | 0.39 (0.13) | 0.44 (0.14) | 0.44 (0.15) | 0.42 (0.15) |
Beh+Phys | 0.73 (0.12) | 0.70 (0.13) | 0.69 (0.14) | 0.68 (0.12) | 0.50 (0.16) | 0.48 (0.16) | 0.47 (0.15) | 0.48 (0.16) |
Beh+Sle | 0.79 (0.11) | 0.74 (0.12) | 0.72 (0.12) | 0.72 (0.11) | 0.62 (0.22) | 0.59 (0.19) | 0.56 (0.22) | 0.54 (0.21) |
Beh+Per | 0.77 (0.15) | 0.77 (0.14) | 0.73 (0.12) | 0.70 (0.13) | 0.40 (0.13) | 0.44 (0.14) | 0.43 (0.15) | 0.41 (0.14) |
Phy+Sle | 0.73 (0.12) | 0.69 (0.13) | 0.69 (0.13) | 0.69 (0.11) | 0.50 (0.16) | 0.48 (0.16) | 0.45 (0.16) | 0.49 (0.16) |
Phy+Per | 0.74 (0.11) | 0.70 (0.12) | 0.70 (0.13) | 0.67 (0.13) | 0.51 (0.16) | 0.48 (0.16) | 0.44 (0.15) | 0.48 (0.16) |
Per+Sle | 0.76 (0.15) | 0.76 (0.15) | 0.73 (0.13) | 0.70 (0.13) | 0.39 (0.13) | 0.44 (0.12) | 0.44 (0.13) | 0.43 (0.14) |
Beh+Per+Phy | 0.74 (0.12) | 0.70 (0.13) | 0.69 (0.13) | 0.68 (0.11) | 0.51 (0.16) | 0.47 (0.16) | 0.43 (0.15) | 0.46 (0.17) |
Per+Phy+Sle | 0.74 (0.13) | 0.70 (0.13) | 0.68 (0.13) | 0.69 (0.11) | 0.50 (0.15) | 0.46 (0.15) | 0.45 (0.14) | 0.46 (0.16) |
Beh+Phy+Sle | 0.73 (0.12) | 0.70 (0.12) | 0.68 (0.12) | 0.68 (0.11) | 0.50 (0.16) | 0.48 (0.16) | 0.45 (0.16) | 0.47 (0.16) |
All | 0.82 (0.11) | 0.82 (0.11) | 0.78 (0.10) | 0.78 (0.12) | 0.60 (0.18) | 0.60 (0.17) | 0.55 (0.20) | 0.51 (0.19) |
BRG | 0.56 (0.01) | 0.36 (0.01) | ||||||
RG | 0.51 (0.04) | 0.34 (0.16) | ||||||
Demographics | 0.66 (0.12) | 0.43 (0.16) | ||||||
