Category |
Core model |
R |
Median Bias |
MAE |
RMSE |
= EE |
= GCOS |
Machine
Learning
|
Extra Trees
|
0.715
|
0.033
|
0.080
|
0.136
|
63.99
|
27.20
|
|
Random Forest |
0.774 |
0.021 |
0.069 |
0.120 |
72.53 |
37.50 |
|
XGBoost |
0.832 |
0.010 |
0.062 |
0.103 |
76.75 |
44.38 |
|
CatBoost |
0.832 |
0.009 |
0.062 |
0.103 |
76.51 |
43.76 |
|
LightGBM |
0.838 |
0.009 |
0.062 |
0.102 |
76.86 |
44.45 |
Deep
Learning
|
DBN
|
0.815
|
0.005
|
0.067
|
0.109
|
73.65
|
40.00
|
|
LSTM |
0.830 |
0.008 |
0.063 |
0.104 |
75.29 |
43.09 |
|
MLP |
0.842 |
0.007 |
0.059 |
0.101 |
79.58 |
46.04 |
|
ResNet |
0.851 |
0.005 |
0.058 |
0.099 |
79.57 |
47.09 |
|
Transformers |
0.863 |
0.000 |
0.057 |
0.096 |
80.73 |
49.64 |