CLSTAN: ConvLSTM-Based Spatiotemporal Attention Network for Traffic Flow Forecasting

Table 1

Comparisons of RMSE on TaxiBJ and BikeNYC datasets.

Methods	BikeNYC	TaxiBj
	RMSE
HA	21.57	57.79
SARIMA	10.56	26.88
VAR	9.92	22.88
ARIMA	10.07	22.78
ST-ANN	—	19.57
DeepST	7.43	18.18
VPN	6.17	16.75
ST-ResNet	6.37	16.69
PredNet	7.45	16.68
PredRNN	5.99	16.34
CLSTAN (our)	5.65	15.23