Smoking Status
|
ROC-AUC |
F1-Score |
Time (s) |
|
DeepEn-Phy (nParameter=158,166) |
0.7016
|
0.6748
|
2,213 |
Vanilla MLP (nParameter=171,289) |
0.6471 |
0.6383 |
652 |
PopPhy-CNN (nParameter=238,658) |
0.6122 |
0.5946 |
833 |
Random Forest (nTree=500) |
0.6583 |
0.5409 |
408 |
Gradient Boosting (nTree=100) |
0.6610 |
0.5887 |
14 |
Logistic LASSO (L1 λ=0.001) |
0.6600 |
0.6491 |
19 |
Logistic Ridge (L2 λ=0.001) |
0.6445 |
0.6615 |
17 |
|
|
|
|
|
|
BMI
|
MSE |
RMSE |
Time (s) |
|
DeepEn-Phy (nParameter=51,636) |
12.5559
|
3.5434
|
1,211 |
Vanilla MLP (nParameter=67,939) |
16.3519 |
4.0437 |
346 |
PopPhy-CNN |
– |
– |
– |
Random Forest (nTree=500) |
12.7475 |
3.5704 |
1,325 |
Gradient Boosting (nTree=100) |
12.7675 |
3.5732 |
12 |
Linear LASSO (L1 λ=0.005) |
15.1966 |
3.8983 |
38 |
Linear Ridge (L2 λ=0.005) |
21.1825 |
4.6024 |
6 |