Smoking Status
|
ROC-AUC |
F1-Score |
Time (s) |
|
DeepEn-Phy (nParameter=125,811) |
0.7043
|
0.6839
|
1,433 |
Vanilla MLP (nParameter=133,433) |
0.6520 |
0.6346 |
352 |
PopPhy-CNN (nParameter=151,618) |
0.6163 |
0.5972 |
567 |
Random Forest (nTree=500) |
0.6478 |
0.5409 |
294 |
Gradient Boosting (nTree=100) |
0.6813 |
0.6076 |
11 |
Logistic LASSO (L1 λ=0.001) |
0.6654 |
0.6439 |
12 |
Logistic Ridge (L2 λ=0.001) |
0.6422 |
0.6425 |
12 |
|
|
|
|
|
|
BMI
|
MSE |
RMSE |
Time (s) |
|
DeepEn-Phy (nParameter=40,038) |
12.6812
|
3.5611
|
747 |
Vanilla MLP (nParameter=50,883) |
16.6410 |
4.0793 |
192 |
PopPhy-CNN |
– |
– |
– |
Random Forest (nTree=500) |
12.9072 |
3.5927 |
992 |
Gradient Boosting (nTree=100) |
12.9317 |
3.5961 |
9 |
Linear LASSO (L1 λ=0.005) |
14.8221 |
3.8500 |
10 |
Linear Ridge (L2 λ=0.005) |
28.3400 |
5.3235 |
4 |