Table 2.
Influence of selection bias on model comparison with different performance metrics
Accuracy | Informedness | F1-score | AUC | |||||||||
Model 1 | Model 2 | Model 1 | Model 2 | Model 1 | Model 2 | Model 1 | Model 2 | |||||
Overall | 0.70 | 0.70 | 0.41 | 0.41 | 0.68 | 0.68 | 0.76 | 0.76 | ||||
ρ = 0.25 | 0.60 | 0.71 | 0.13 | 0.37 | 0.74 | 0.79 | 0.59 | 0.74 | ||||
ρ = 0.75 | 0.60 | 0.66 | 0.14 | 0.25 | 0.74 | 0.76 | 0.59 | 0.66 | ||||
ρ = 0.95 | 0.61 | 0.63 | 0.14 | 0.15 | 0.75 | 0.75 | 0.59 | 0.61 |
All performance measures are obtained from the simulations in Fig. 6