# Traffic Flow Prediction (Public Transit) on 350 zones Source: [Traffic Flow Prediction (Public Transit) on 350 zones]() Collection index: [llms.txt]() Data updated: 2026-03-09T07:19:27.790Z Evaluation of models performing public transit traffic flow prediction on the 350 zones dataset, typically measured using error metrics like RMSE, R2, and MAPE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Traffic Flow Prediction (Public Transit) | | Dataset (including any stated split) | 350 zones | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 6 of 6 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [RMSE](): Lower is better; unit: SCALAR. - [R2](): Higher is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | GeoAI Hybrid | 0.112 | Not recorded | 69ae53f62d603e6de3e42a14 | | GNN | 0.147 | Not recorded | 69ae53f62d603e6de3e42a14 | | RF | 0.168 | Not recorded | 69ae53f62d603e6de3e42a14 | | MGWR | 0.185 | Not recorded | 69ae53f62d603e6de3e42a14 | | GWR | 0.228 | Not recorded | 69ae53f62d603e6de3e42a14 | | OLS | 0.289 | Not recorded | 69ae53f62d603e6de3e42a14 | ### GeoAI Hybrid RMSE: 0.112. Result ID: 69ae743e6dbb7075b9562264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"significance\_vs\_RF":"better"}. This record does not assert independent reproduction. ### GNN RMSE: 0.147. Result ID: 69ae743e6dbb7075b9562263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"significance\_vs\_GWR":"p \< 0.05"}. This record does not assert independent reproduction. ### RF RMSE: 0.168. Result ID: 69ae743e6dbb7075b9562262. [Reporting paper]() Recorded evaluation configuration: {"significance\_vs\_GWR":"p \< 0.05"}. This record does not assert independent reproduction. ### MGWR RMSE: 0.185. Result ID: 69ae743e6dbb7075b9562261. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GWR RMSE: 0.228. Result ID: 69ae743e6dbb7075b9562260. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OLS RMSE: 0.289. Result ID: 69ae743e6dbb7075b956225f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.