Research Article

A Sparse Gating Convolutional Recurrent Network for Traffic Flow Prediction

Table 5

The details of the module on the TaxiNYC dataset.

HyperparameterConvGRUSConvGRUSConvGRU+ConvLSTMSConvLSTMSConvLSTM+

Kernel size in CNN(3, 5)(3, 5)(3, 5)(3, 5)(3, 5)(3, 5)
Stride in CNN1 (first layer), 1 (second layer)
Unit layers222222
Hidden channels of unit32 (first layer), 64 (second layer)32 (first layer), 32 (second layer)
Kernel size in DCNN(3, 5)(3, 5)(3, 5)(3, 5)(3, 5)(3, 5)
Stride in DCNN1 (first layer), 1 (second layer)