PEMS

Benchmarks

Task Name	Dataset Name	SOTA Result
Time Series Forecasting	PEMS08	MSE0.073	212
Traffic Forecasting	PEMS08	RMSE10.1	181
Time Series Forecasting	PEMS04	MSE0.072	157
Traffic Forecasting	PEMS07	MAE17.99	94
Traffic Flow Forecasting	PEMS08 (test)	MAE13.57	78
Traffic Flow Forecasting	PEMS04 (test)	MAE18	78
Time Series Classification	PEMS-SF	Accuracy98.3	69
Short-term forecasting	PEMS03	MAE0.147	54
Multivariate time series prediction	PEMS08	MSE0.063	52
Traffic Forecasting	PEMS-BAY	MAE1.23	45
Multivariate Forecasting	PEMS03 (test)	MSE0.084	43
Long-term forecasting	PEMS03	MSE0.01	41
Multivariate time series prediction	PEMS04	MSE0.068	41
Traffic flow prediction	PeMS07 (test)	MAE18.99	34
Model Selection	PEMS08	Weighted Kendall's Tau0.505	32
Time-series forecasting	Pems-bay	R20.938	32
Multivariate Forecasting	PEMS07 (test)	MSE0.068	32
Traffic Forecasting	PEMS04	MAPE (Avg)11.9	32
Traffic Forecasting	PEMS03	MAPE (Avg)14.1	32
Traffic Forecasting	PEMS-03 Long-term (24 -> 24avg)	MAE13.82	30
Multivariate Time Series Forecasting	PEMS08	MSE0.074	30
Multivariate Time Series Forecasting	PEMS07	MSE0.057	30
Short-term Forecasting	PEMS07 (test)	MSE0.075	27
Traffic Forecasting	PEMS07 (test)	MAE2.14	27
Traffic flow forecasting	PeMS08	RMSE23.22	26

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