Household Travel Prediction on NHTS 2017 (test)
2.65MAEPEMANT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PEMANTCategory=Proposed Method2026.04 | 2.65 | 3.71 | 30.52 | 60 | |
| GRADIENT BOOSTINGCategory=Traditional ML2026.04 | 3.07 | 4.27 | 51.87 | 44 | |
| RANDOM FORESTCategory=Traditional ML2026.04 | 3.16 | 4.36 | 51.74 | 43 | |
| LINEAR REGRESSIONCategory=Traditional ML2026.04 | 3.34 | 4.52 | 51 | 40 | |
| MLPCategory=Traditional ML2026.04 | 3.35 | 4.53 | 50.84 | 40 | |
| NEGATIVE BINOMIALCategory=Traditional ML2026.04 | 3.38 | 4.58 | 51.46 | 40 | |
| POISSONCategory=Traditional ML2026.04 | 3.43 | 4.65 | 52.08 | 39 | |
| HOUSEHOLD COPBCategory=LLM Baselines2026.04 | 3.85 | 5.29 | 65.99 | 45 | |
| DEMOGRAPHICS-ONLYCategory=LLM Baselines2026.04 | 4.06 | 5.59 | 65.29 | 44 |