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Datasets
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PEMS
PEMS
Benchmarks
Time Series Classification
/
Accuracy
Time Series Classification
/
NLL
Related Benchmarks
PEMS-BAY
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Time Series Analysis
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FLOPs(M)
PEMS-BAY
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Time Series Analysis
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MAE @ 12 step
PEMS-BAY
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Time Series Analysis
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MAPE @ 12 step
PEMS-BAY
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Time Series Analysis
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Parameters(K)
PEMS-BAY
/
Time Series Analysis
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RMSE @ 12 step
PEMS-BAY
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Time Series Forecasting
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FLOPs(M)
PEMS-BAY
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Time Series Forecasting
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MAE @ 12 step
PEMS-BAY
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Time Series Forecasting
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MAPE @ 12 step
PEMS-BAY
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Time Series Forecasting
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Parameters(K)
PEMS-BAY
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Time Series Forecasting
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RMSE @ 12 step
PEMS-BAY
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Traffic Prediction
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MAE @ 12 step
PEMS-BAY
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Traffic Prediction
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RMSE
PEMS-BAY
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Traffic Prediction
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RMSE
PEMS-BAY Point Missing
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Traffic Prediction
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MAE
PEMS-SF
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Feature Engineering
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L2 Loss (10^-4)
PEMS-SF
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Imputation
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L2 Loss (10^-4)
PeMS-M
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Traffic Prediction
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MAE (60 min)
PeMS04
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Traffic Prediction
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12 Steps MAE
PeMS04
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Traffic Prediction
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FLOPs(M)
PeMS04
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Traffic Prediction
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MAE
PeMS04
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Traffic Prediction
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MAPE
PeMS04
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Traffic Prediction
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Parameters(K)
PeMS04
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Traffic Prediction
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RMSE
PeMS07
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Traffic Prediction
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MAE@1h
PeMS08
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Traffic Prediction
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FLOPs(M)
PeMS08
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Traffic Prediction
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MAE
PeMS08
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Traffic Prediction
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MAE@1h
PeMS08
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Traffic Prediction
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MAPE
PeMS08
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Traffic Prediction
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Parameters(K)
PeMS08
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Traffic Prediction
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RMSE
PeMSD3
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Traffic Prediction
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12 steps MAE
PeMSD3
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Traffic Prediction
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12 steps MAPE
PeMSD3
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Traffic Prediction
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12 steps RMSE
PeMSD4
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Traffic Prediction
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12 steps MAE
PeMSD4
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Traffic Prediction
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12 steps MAPE
PeMSD4
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Traffic Prediction
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12 steps RMSE
PeMSD4 (10 days' training data, 15min)
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Traffic Prediction
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MAE
PeMSD4 (10 days' training data, 15min)
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Traffic Prediction
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MAPE
PeMSD4 (10 days' training data, 15min)
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Traffic Prediction
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RMSE
PeMSD4 (10 days' training data, 30min)
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Traffic Prediction
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MAE
PeMSD4 (10 days' training data, 30min)
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Traffic Prediction
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MAPE
PeMSD4 (10 days' training data, 30min)
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Traffic Prediction
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RMSE
PeMSD4 (10 days' training data, 60min)
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Traffic Prediction
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MAE
PeMSD4 (10 days' training data, 60min)
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Traffic Prediction
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MAPE
PeMSD4 (10 days' training data, 60min)
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Traffic Prediction
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RMSE
PeMSD7
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Time Series Analysis
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9 steps MAE
PeMSD7
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Time Series Forecasting
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9 steps MAE
PeMSD7
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Traffic Prediction
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12 steps MAE
PeMSD7
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Traffic Prediction
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12 steps MAPE
PeMSD7
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Traffic Prediction
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12 steps RMSE
PeMSD7 (10 days' training data, 15min)
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Traffic Prediction
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MAE
PeMSD7 (10 days' training data, 15min)
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Traffic Prediction
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MAPE
PeMSD7 (10 days' training data, 15min)
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Traffic Prediction
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RMSE
PeMSD7 (10 days' training data, 30min)
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Traffic Prediction
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MAE
PeMSD7 (10 days' training data, 30min)
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Traffic Prediction
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MAPE
PeMSD7 (10 days' training data, 30min)
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Traffic Prediction
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RMSE
PeMSD7 (10 days' training data, 60min)
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Traffic Prediction
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MAE
PeMSD7 (10 days' training data, 60min)
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Traffic Prediction
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MAPE
PeMSD7 (10 days' training data, 60min)
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Traffic Prediction
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RMSE
PeMSD7(L)
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Traffic Prediction
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12 steps MAE
PeMSD7(L)
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Traffic Prediction
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12 steps MAPE
PeMSD7(L)
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Traffic Prediction
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12 steps RMSE
PeMSD7(M)
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Traffic Prediction
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12 steps MAE
PeMSD7(M)
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Traffic Prediction
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12 steps MAPE
PeMSD7(M)
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Traffic Prediction
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12 steps RMSE
PeMSD8
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Traffic Prediction
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12 steps MAE
PeMSD8
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Traffic Prediction
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12 steps MAPE
PeMSD8
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Traffic Prediction
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12 steps RMSE
PeMSD8
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Traffic Prediction
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MAE@1h
PeMSD8 (10 days' training data, 15min)
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Traffic Prediction
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MAE
PeMSD8 (10 days' training data, 15min)
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Traffic Prediction
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MAPE
PeMSD8 (10 days' training data, 15min)
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Traffic Prediction
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RMSE
PeMSD8 (10 days' training data, 30min)
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Traffic Prediction
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MAE
PeMSD8 (10 days' training data, 30min)
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Traffic Prediction
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MAPE
PeMSD8 (10 days' training data, 30min)
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Traffic Prediction
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RMSE
PeMSD8 (10 days' training data, 60min)
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Traffic Prediction
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MAE
PeMSD8 (10 days' training data, 60min)
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Traffic Prediction
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MAPE
PeMSD8 (10 days' training data, 60min)
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Traffic Prediction
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RMSE