A Sparse Gating Convolutional Recurrent Network for Traffic Flow Prediction

<table class="table-group" id="tab6"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Model</td><td class="align_center">RMSE</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">HA</td><td class="align_center">39.764</td></tr><tr><td class="align_left">ARMA</td><td class="align_center">15.658</td></tr><tr><td class="align_left">VAR</td><td class="align_center">14.306</td></tr><tr><td class="align_left">ConvGRU</td><td class="align_center"><b>12.851</b></td></tr><tr><td class="align_left">SConvGRU</td><td class="align_center">13.059</td></tr><tr><td class="align_left">SConvGRU+</td><td class="align_center">12.921</td></tr><tr><td class="align_left">ConvLSTM</td><td class="align_center"><b>12.373</b></td></tr><tr><td class="align_left">SConvLSTM</td><td class="align_center">12.554</td></tr><tr><td class="align_left">SConvLSTM+</td><td class="align_center">12.402</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr><tr class="table-fn"><td><div>Bold represents the best results.<br/></div></td></tr></table>

<div>The comparative results of different models.</div>

Mathematical Problems in Engineering

tab6

Table 6

Table 6: A Sparse Gating Convolutional Recurrent Network for Traffic Flow Prediction 