Traffic Risk Prediction on US-101
68.4F1 ScoreXGB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBThreshold Configuration=TTC Avg2026.06 | 68.4 | 94.7 | |
| RFThreshold Configuration=TTC Avg2026.06 | 65.6 | 94 | |
| MLPThreshold Configuration=TTC Avg2026.06 | 60.8 | 92.3 | |
| XGBThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 54.7 | 95.2 | |
| HomoGATThreshold Configuration=TTC Avg2026.06 | 52.4 | 87.3 | |
| HIA-GATThreshold Configuration=TTC Avg2026.06 | 50.7 | 85.8 | |
| RFThreshold Configuration=Average2026.06 | 48.6 | 85.8 | |
| XGBThreshold Configuration=Average2026.06 | 48.4 | 84.9 | |
| RFThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 47.2 | 92.8 | |
| SAGEThreshold Configuration=TTC Avg2026.06 | 46.9 | 84.4 | |
| GCNThreshold Configuration=TTC Avg2026.06 | 46.5 | 82.9 | |
| MLPThreshold Configuration=Average2026.06 | 44.9 | 84.8 | |
| HIA-GATThreshold Configuration=Average2026.06 | 44.9 | 86.7 | |
| HomoGATThreshold Configuration=Average2026.06 | 43.3 | 85.6 | |
| MLPThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 42.8 | 91.4 | |
| LogRegThreshold Configuration=TTC Avg2026.06 | 42.3 | 80.5 | |
| SAGEThreshold Configuration=Average2026.06 | 41.3 | 84.8 | |
| HomoGATThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 37.3 | 87.4 | |
| GCNThreshold Configuration=Average2026.06 | 37.2 | 79.6 | |
| LogRegThreshold Configuration=Average2026.06 | 36 | 78.9 | |
| GCNThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 28.8 | 81.4 | |
| SAGEThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 28.1 | 82.2 | |
| HIA-GATThreshold Configuration=PET Avg2026.06 | 27.2 | 87.3 | |
| SAGEThreshold Configuration=PET Avg2026.06 | 25.2 | 86.5 | |
| HomoGATThreshold Configuration=PET Avg2026.06 | 24.9 | 85.3 | |
| HIA-GATThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 24.8 | 77.4 | |
| LogRegThreshold Configuration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 23.2 | 80.9 | |
| LogRegThreshold Configuration=PET Avg2026.06 | 19.1 | 77.2 | |
| MLPThreshold Configuration=PET Avg2026.06 | 18.8 | 76.8 | |
| GCNThreshold Configuration=PET Avg2026.06 | 17.7 | 77.3 | |
| RFThreshold Configuration=PET Avg2026.06 | 16.4 | 74.5 | |
| XGBThreshold Configuration=PET Avg2026.06 | 15.2 | 71.9 | |
| RFConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.807 | 0.947 | |
| XGBConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.793 | 0.94 | |
| RFConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.787 | 0.918 | |
| XGBConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.762 | 0.91 | |
| MLPConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.746 | 0.923 | |
| MLPConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.724 | 0.891 | |
| XGBConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.713 | 0.949 | |
| HIA-GATConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.71 | 0.881 | |
| HIA-GATConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.706 | 0.899 | |
| RFConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.69 | 0.944 | |
| XGBConfiguration=TTC Avg2026.06 | 0.684 | 0.947 | |
| HomoGATConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.676 | 0.859 | |
| RFConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.666 | 0.9 | |
| XGBConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.658 | 0.897 | |
| RFConfiguration=TTC Avg2026.06 | 0.656 | 0.94 | |
| SAGEConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.655 | 0.863 | |
| SAGEConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.652 | 0.83 | |
| MLPConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.65 | 0.933 | |
| HomoGATConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.65 | 0.861 | |
| GCNConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.637 | 0.84 | |
| GCNConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.635 | 0.811 | |
| LogRegConfiguration=TTC<1.5|PET<2.0, Risk Prevalence (%R)=30.32026.06 | 0.614 | 0.8 | |
| HIA-GATConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.609 | 0.888 | |
| LogRegConfiguration=TTC<1.5, Risk Prevalence (%R)=27.42026.06 | 0.608 | 0.813 | |
| MLPConfiguration=TTC Avg2026.06 | 0.608 | 0.923 | |
| MLPConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.576 | 0.87 | |
| HIA-GATConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.566 | 0.902 | |
| HomoGATConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.558 | 0.863 | |
| HomoGATConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.548 | 0.884 | |
| XGBConfiguration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 0.547 | 0.952 | |
| SAGEConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.526 | 0.837 | |
| HomoGATConfiguration=TTC Avg2026.06 | 0.524 | 0.873 | |
| GCNConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.509 | 0.812 | |
| HIA-GATConfiguration=TTC Avg2026.06 | 0.507 | 0.858 | |
| LogRegConfiguration=TTC<1.0|PET<1.5, Risk Prevalence (%R)=17.32026.06 | 0.493 | 0.798 | |
| RFConfiguration=Average2026.06 | 0.486 | 0.858 | |
| XGBConfiguration=Average2026.06 | 0.484 | 0.849 | |
| RFConfiguration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 0.472 | 0.928 | |
| SAGEConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.472 | 0.846 | |
| GCNConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.469 | 0.834 | |
| SAGEConfiguration=TTC Avg2026.06 | 0.469 | 0.844 | |
| GCNConfiguration=TTC Avg2026.06 | 0.465 | 0.829 | |
| RFConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.457 | 0.849 | |
| MLPConfiguration=Average2026.06 | 0.449 | 0.848 | |
| HIA-GATConfiguration=Average2026.06 | 0.449 | 0.867 | |
| HomoGATConfiguration=Average2026.06 | 0.433 | 0.856 | |
| MLPConfiguration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 0.428 | 0.914 | |
| LogRegConfiguration=TTC<1.0, Risk Prevalence (%R)=13.72026.06 | 0.428 | 0.793 | |
| LogRegConfiguration=TTC Avg2026.06 | 0.423 | 0.805 | |
| XGBConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.423 | 0.831 | |
| SAGEConfiguration=Average2026.06 | 0.413 | 0.848 | |
| HIA-GATConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.385 | 0.84 | |
| HomoGATConfiguration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 0.373 | 0.874 | |
| SAGEConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.372 | 0.841 | |
| GCNConfiguration=Average2026.06 | 0.372 | 0.796 | |
| LogRegConfiguration=Average2026.06 | 0.36 | 0.789 | |
| MLPConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.352 | 0.798 | |
| HomoGATConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.347 | 0.805 | |
| LogRegConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.296 | 0.771 | |
| HomoGATConfiguration=PET<2.0, Risk Prevalence (%R)=4.42026.06 | 0.295 | 0.874 | |
| GCNConfiguration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 0.288 | 0.814 | |
| HIA-GATConfiguration=PET<2.0, Risk Prevalence (%R)=4.42026.06 | 0.285 | 0.873 | |
| SAGEConfiguration=TTC<0.5, Risk Prevalence (%R)=5.62026.06 | 0.281 | 0.822 | |
| HIA-GATConfiguration=PET<1.5, Risk Prevalence (%R)=4.22026.06 | 0.276 | 0.87 | |
| GCNConfiguration=TTC<0.5|PET<1.0, Risk Prevalence (%R)=8.92026.06 | 0.275 | 0.735 | |
| HIA-GATConfiguration=PET Avg2026.06 | 0.272 | 0.873 | |
| SAGEConfiguration=PET<2.0, Risk Prevalence (%R)=4.42026.06 | 0.267 | 0.855 | |
| HIA-GATConfiguration=PET<1.0, Risk Prevalence (%R)=3.52026.06 | 0.256 | 0.875 |