A Sparse Gating Convolutional Recurrent Network for Traffic Flow Prediction

<table class="table-group" id="tab3"><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">97.348</td></tr><tr><td class="align_left">ARMA</td><td class="align_center">21.324</td></tr><tr><td class="align_left">VAR</td><td class="align_center">22.945</td></tr><tr><td class="align_left">ConvGRU</td><td class="align_center">19.290</td></tr><tr><td class="align_left">SConvGRU</td><td class="align_center">19.484</td></tr><tr><td class="align_left">SConvGRU+</td><td class="align_center">19.632</td></tr><tr><td class="align_left">ConvLSTM</td><td class="align_center">19.637</td></tr><tr><td class="align_left">SConvLSTM</td><td class="align_center">19.270</td></tr><tr><td class="align_left">SConvLSTM+</td><td class="align_center"><b>18.751</b></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

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Table 3

Table 3: A Sparse Gating Convolutional Recurrent Network for Traffic Flow Prediction 