Household Travel Prediction on Puget Sound 2023 (test)
2.07MAEPEMANT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PEMANTCategory=Proposed Method2026.04 | 2.07 | 3.33 | 45.32 | 73 | |
| RANDOM FORESTCategory=Traditional ML2026.04 | 2.75 | 3.74 | 57.17 | 59 | |
| GRADIENT BOOSTINGCategory=Traditional ML2026.04 | 2.76 | 3.78 | 57.47 | 58 | |
| MLPCategory=Traditional ML2026.04 | 2.79 | 3.77 | 57.82 | 58 | |
| NEGATIVE BINOMIALCategory=Traditional ML2026.04 | 2.81 | 3.86 | 57.88 | 59 | |
| LINEAR REGRESSIONCategory=Traditional ML2026.04 | 2.83 | 3.86 | 58.54 | 58 | |
| POISSONCategory=Traditional ML2026.04 | 2.83 | 3.87 | 58.23 | 58 | |
| HOUSEHOLD COPBCategory=LLM Baselines2026.04 | 2.97 | 4.14 | 61.69 | 57 | |
| DEMOGRAPHICS-ONLYCategory=LLM Baselines2026.04 | 3.31 | 5.1 | 61.75 | 54 |