# Traffic Speed Prediction on Q-Traffic event intervals (test) Source: [Traffic Speed Prediction on Q-Traffic event intervals (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:40.089Z Evaluation of models performing Traffic Speed Prediction on the test split of the Q-Traffic event intervals dataset, measured using MAPE across multiple forecasting horizons (15-min to 120-min). 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 Prediction | | Dataset (including any stated split) | Q-Traffic event intervals (test) | | Metric | MAPE (15-min) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 7 of 7 | | 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 - [MAPE (15-min)](): Lower is better; unit: PERCENT. - [MAPE (30-min)](): Lower is better; unit: PERCENT. - [MAPE (45-min)](): Lower is better; unit: PERCENT. - [MAPE (60-min)](): Lower is better; unit: PERCENT. - [MAPE (75-min)](): Lower is better; unit: PERCENT. - [MAPE (90-min)](): Lower is better; unit: PERCENT. - [MAPE (105-min)](): Lower is better; unit: PERCENT. - [MAPE (120-min)](): Lower is better; unit: PERCENT. - [MAPE (Overall)](): Lower is better; unit: PERCENT. ## Recorded results | Method | MAPE (15-min) | Result date | Report paper | | --- | --- | --- | --- | | Hybrid Model | 4.61 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq + Spatial Relation | 4.63 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq+Attributes | 4.65 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq + Query Impact | 4.69 | Not recorded | 68fa647c1e209131cea04c12 | | Seq2Seq | 4.76 | Not recorded | 68fa647c1e209131cea04c12 | | SVR | 5.64 | Not recorded | 68fa647c1e209131cea04c12 | | RF | 6.14 | Not recorded | 68fa647c1e209131cea04c12 | ### Hybrid Model MAPE (15-min): 4.61. Result ID: 698c478b37894ef7d9cd36c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LSTM hidden state dimension":128,"Optimizer":"Adam","Batch size":128}. This record does not assert independent reproduction. ### Seq2Seq + Spatial Relation MAPE (15-min): 4.63. Result ID: 698c478b37894ef7d9cd36c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LSTM hidden state dimension":128,"Optimizer":"Adam","Batch size":128,"Geographical attributes dimension":131}. This record does not assert independent reproduction. ### Seq2Seq+Attributes MAPE (15-min): 4.65. Result ID: 698c478b37894ef7d9cd36c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LSTM hidden state dimension":128,"Optimizer":"Adam","Batch size":128,"Social attributes dimension":6}. This record does not assert independent reproduction. ### Seq2Seq + Query Impact MAPE (15-min): 4.69. Result ID: 698c478b37894ef7d9cd36c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"LSTM hidden state dimension":128,"Optimizer":"Adam","Batch size":128,"Query impact factor (σ)":150}. This record does not assert independent reproduction. ### Seq2Seq MAPE (15-min): 4.76. Result ID: 698c478b37894ef7d9cd36c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LSTM hidden state dimension":128,"Optimizer":"Adam","Batch size":128}. This record does not assert independent reproduction. ### SVR MAPE (15-min): 5.64. Result ID: 698c478b37894ef7d9cd36c3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RF MAPE (15-min): 6.14. Result ID: 698c478b37894ef7d9cd36c2. [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.