# Traffic Flow Prediction on 350 zones

Source: [Traffic Flow Prediction on 350 zones](<https://www.sota2.com/research/sota/traffic-flow-prediction-on-350-zones>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-09T07:19:27.759Z

Evaluation of models performing traffic flow prediction (motor vehicle) using the 350 zones dataset, assessed using 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 (Motor Vehicle) |
| Dataset (including any stated split) | 350 zones |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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](<https://www.sota2.com/research/sota/traffic-flow-prediction-on-350-zones.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [R2 Score](<https://www.sota2.com/research/sota/traffic-flow-prediction-on-350-zones.md?metric=R2%20Score>): Higher is better; unit: SCALAR.

- [MAPE (%)](<https://www.sota2.com/research/sota/traffic-flow-prediction-on-350-zones.md?metric=MAPE%20(%25)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| GeoAI Hybrid | 0.119 | Not recorded | 69ae53f62d603e6de3e42a14 |
| GeoAI Hybrid | 0.138 | Not recorded | 69ae53f62d603e6de3e42a14 |
| GNN | 0.155 | Not recorded | 69ae53f62d603e6de3e42a14 |
| GNN | 0.171 | Not recorded | 69ae53f62d603e6de3e42a14 |
| RF | 0.176 | Not recorded | 69ae53f62d603e6de3e42a14 |
| RF | 0.192 | Not recorded | 69ae53f62d603e6de3e42a14 |
| MGWR | 0.198 | Not recorded | 69ae53f62d603e6de3e42a14 |
| MGWR | 0.212 | Not recorded | 69ae53f62d603e6de3e42a14 |
| GWR | 0.241 | Not recorded | 69ae53f62d603e6de3e42a14 |
| GWR | 0.263 | Not recorded | 69ae53f62d603e6de3e42a14 |
| OLS | 0.312 | Not recorded | 69ae53f62d603e6de3e42a14 |
| OLS | 0.334 | Not recorded | 69ae53f62d603e6de3e42a14 |

### GeoAI Hybrid

RMSE: 0.119. Result ID: 69ae743e6dbb7075b956225e.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: {"significance\_vs\_RF":"better"}. This record does not assert independent reproduction.

### GeoAI Hybrid

RMSE: 0.138. Result ID: 69ae743e6dbb7075b956226a.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: {"significance\_vs\_RF":"better"}. This record does not assert independent reproduction.

### GNN

RMSE: 0.155. Result ID: 69ae743e6dbb7075b956225d.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"significance\_vs\_GWR":"p \< 0.05"}. This record does not assert independent reproduction.

### GNN

RMSE: 0.171. Result ID: 69ae743e6dbb7075b9562269.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"significance\_vs\_GWR":"p \< 0.05"}. This record does not assert independent reproduction.

### RF

RMSE: 0.176. Result ID: 69ae743e6dbb7075b956225c.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: {"significance\_vs\_GWR":"p \< 0.05"}. This record does not assert independent reproduction.

### RF

RMSE: 0.192. Result ID: 69ae743e6dbb7075b9562268.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: {"significance\_vs\_GWR":"p \< 0.05"}. This record does not assert independent reproduction.

### MGWR

RMSE: 0.198. Result ID: 69ae743e6dbb7075b956225b.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MGWR

RMSE: 0.212. Result ID: 69ae743e6dbb7075b9562267.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GWR

RMSE: 0.241. Result ID: 69ae743e6dbb7075b956225a.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GWR

RMSE: 0.263. Result ID: 69ae743e6dbb7075b9562266.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OLS

RMSE: 0.312. Result ID: 69ae743e6dbb7075b9562259.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OLS

RMSE: 0.334. Result ID: 69ae743e6dbb7075b9562265.

[Reporting paper](<https://www.sota2.com/research/paper/69ae53f62d603e6de3e42a14.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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