Lasso | CART | RF | XGBoost | MLP | ||
---|---|---|---|---|---|---|
Statistics | Stability (SD) | 0.001 | 0.005 | 0.003 | 0.001 | 0.002 |
Number hyper-parameters | 0 | 1 | 2 | 2 | + 5 | |
Darkness Score | 1 | 3 | 3 | 2 | 5 | |
Technology | Latency training | 3.92 s | 0.67 s | 19.25 s | 1.29 s | 31.42 s |
Transparency | 1 | 2 | 3 | 3 | 5 | |
Darkness Score | 1 | 1 | 3 | 2 | 5 | |
Market conduct | Latency SHAP | 0 | 0 | 60 s | 8 s | 2000 s |
Darkness Score | 1 | 1 | 2 | 2 | 3 |