Spatio-Temporal Segmented Traffic Flow Prediction with ANPRS Data Based on Improved XGBoost

<table class="table-group" id="tab1"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_left">Dir.</td><td class="align_center">Section</td><td class="align_center">num_boost_round</td><td class="align_center">Dir.</td><td class="align_center">Section</td><td class="align_center">num_boost_round</td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left" rowspan="7">Up</td><td class="align_center">Road 1</td><td class="align_center">358</td><td class="align_center" rowspan="7">Down</td><td class="align_center">Road 8</td><td class="align_center">219</td></tr><tr><td class="align_center">Road 2</td><td class="align_center">453</td><td class="align_center">Road 9</td><td class="align_center">531</td></tr><tr><td class="align_center">Road 3</td><td class="align_center">437</td><td class="align_center">Road 10</td><td class="align_center">571</td></tr><tr><td class="align_center">Road 4</td><td class="align_center">301</td><td class="align_center">Road 11</td><td class="align_center">299</td></tr><tr><td class="align_center">Road 5</td><td class="align_center">271</td><td class="align_center">Road 12</td><td class="align_center">373</td></tr><tr><td class="align_center">Road 6</td><td class="align_center">344</td><td class="align_center">Road 13</td><td class="align_center">424</td></tr><tr><td class="align_center">Road 7</td><td class="align_center">340</td><td class="align_center">Road 14</td><td class="align_center">280</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>num_boost_round results of 14 roads.</div>

Journal of Advanced Transportation

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Table 1

Table 1: Spatio-Temporal Segmented Traffic Flow Prediction with ANPRS Data Based on Improved XGBoost 