# Traffic Speed Forecasting on PeMSD7 Large (test) Source: [Traffic Speed Forecasting on PeMSD7 Large (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:55.162Z Evaluation of model performance on predicting traffic speed using the test split of the PeMSD7 Large dataset, assessed using time-horizon specific metrics like MAE, MAPE, and RMSE (e.g., for 15, 30, and 45-minute forecasts). 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 Speed Forecasting | | Dataset (including any stated split) | PeMSD7 Large (test) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [MAE](): Lower is better; unit: SCALAR. - [MAE (15 min)](): Lower is better; unit: SCALAR. - [MAE (30 min)](): Lower is better; unit: SCALAR. - [MAE (45 min)](): Lower is better; unit: SCALAR. - [MAPE (%) (15 min)](): Lower is better; unit: PERCENT. - [MAPE (%) (30 min)](): Lower is better; unit: PERCENT. - [MAPE (%) (45 min)](): Lower is better; unit: PERCENT. - [RMSE (15 min)](): Lower is better; unit: SCALAR. - [RMSE (30 min)](): Lower is better; unit: SCALAR. - [RMSE (45 min)](): Lower is better; unit: SCALAR. - [MAPE (%)](): Lower is better; unit: PERCENT. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | 3D-TGCN | 2.27 | Not recorded | 68fa65701e209131cea0a6d9 | | DCRNN | 2.36 | Not recorded | 68fa65701e209131cea0a6d9 | | STGCN | 2.37 | Not recorded | 68fa65701e209131cea0a6d9 | | FNN | 2.61 | Not recorded | 68fa65701e209131cea0a6d9 | | LSVR | 2.69 | Not recorded | 68fa65701e209131cea0a6d9 | | 3D-TGCN | 3.16 | Not recorded | 68fa65701e209131cea0a6d9 | | DCRNN | 3.24 | Not recorded | 68fa65701e209131cea0a6d9 | | STGCN | 3.27 | Not recorded | 68fa65701e209131cea0a6d9 | | FNN | 3.71 | Not recorded | 68fa65701e209131cea0a6d9 | | 3D-TGCN | 3.79 | Not recorded | 68fa65701e209131cea0a6d9 | | LSVR | 3.85 | Not recorded | 68fa65701e209131cea0a6d9 | | DCRNN | 4.34 | Not recorded | 68fa65701e209131cea0a6d9 | | STGCN | 4.35 | Not recorded | 68fa65701e209131cea0a6d9 | | FC-LSTM | 4.36 | Not recorded | 68fa65701e209131cea0a6d9 | | FC-LSTM | 4.51 | Not recorded | 68fa65701e209131cea0a6d9 | | HA | 4.6 | Not recorded | 68fa65701e209131cea0a6d9 | | FC-LSTM | 4.66 | Not recorded | 68fa65701e209131cea0a6d9 | | LSVR | 4.79 | Not recorded | 68fa65701e209131cea0a6d9 | | FNN | 5.36 | Not recorded | 68fa65701e209131cea0a6d9 | ### 3D-TGCN MAE: 2.27. Result ID: 698cad868b517eb4331c0001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15 min"}. This record does not assert independent reproduction. ### DCRNN MAE: 2.36. Result ID: 698cad868b517eb4331bfffe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":"15 min"}. This record does not assert independent reproduction. ### STGCN MAE: 2.37. Result ID: 698cad868b517eb4331bfffb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15 min"}. This record does not assert independent reproduction. ### FNN MAE: 2.61. Result ID: 698cad868b517eb4331bfff5. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"15 min"}. This record does not assert independent reproduction. ### LSVR MAE: 2.69. Result ID: 698cad868b517eb4331bfff2. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"15 min"}. This record does not assert independent reproduction. ### 3D-TGCN MAE: 3.16. Result ID: 698cad868b517eb4331c0002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30 min"}. This record does not assert independent reproduction. ### DCRNN MAE: 3.24. Result ID: 698cad868b517eb4331bffff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":"30 min"}. This record does not assert independent reproduction. ### STGCN MAE: 3.27. Result ID: 698cad868b517eb4331bfffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30 min"}. This record does not assert independent reproduction. ### FNN MAE: 3.71. Result ID: 698cad868b517eb4331bfff6. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"30 min"}. This record does not assert independent reproduction. ### 3D-TGCN MAE: 3.79. Result ID: 698cad868b517eb4331c0003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60 min"}. This record does not assert independent reproduction. ### LSVR MAE: 3.85. Result ID: 698cad868b517eb4331bfff3. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"30 min"}. This record does not assert independent reproduction. ### DCRNN MAE: 4.34. Result ID: 698cad868b517eb4331c0000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prediction Horizon":"60 min"}. This record does not assert independent reproduction. ### STGCN MAE: 4.35. Result ID: 698cad868b517eb4331bfffd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60 min"}. This record does not assert independent reproduction. ### FC-LSTM MAE: 4.36. Result ID: 698cad868b517eb4331bfff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"15 min"}. This record does not assert independent reproduction. ### FC-LSTM MAE: 4.51. Result ID: 698cad868b517eb4331bfff9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"30 min"}. This record does not assert independent reproduction. ### HA MAE: 4.6. Result ID: 698cad868b517eb4331bfff1. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"15/30/60 min (Average)"}. This record does not assert independent reproduction. ### FC-LSTM MAE: 4.66. Result ID: 698cad868b517eb4331bfffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prediction Horizon":"60 min"}. This record does not assert independent reproduction. ### LSVR MAE: 4.79. Result ID: 698cad868b517eb4331bfff4. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"60 min"}. This record does not assert independent reproduction. ### FNN MAE: 5.36. Result ID: 698cad868b517eb4331bfff7. [Reporting paper]() Recorded evaluation configuration: {"Prediction Horizon":"60 min"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.