Public Transport Driver Identification System Using Histogram of Acceleration Data

<table class="fixed-width table-group" id="tab4"><tr><td><table class="table"><colgroup><col style="width:7.77em"/><col style="width:4.99em"/><col style="width:4.83em"/><col style="width:4.73em"/><col style="width:4.80em"/><col style="width:4.99em"/></colgroup><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_center" colspan="2" rowspan="2"> </td><td class="align_center" colspan="4">True driver</td></tr><tr class="thead"><td class="align_center">Driver A</td><td class="align_center">Driver B</td><td class="align_center">Driver C</td><td class="align_center">Impostor</td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left" rowspan="4">Predicted driver</td><td class="align_center">Driver A</td><td class="align_center">169</td><td class="align_center">1</td><td class="align_center">0</td><td class="align_center">20</td></tr><tr><td class="align_center">Driver B</td><td class="align_center">0</td><td class="align_center">175</td><td class="align_center">0</td><td class="align_center">0</td></tr><tr><td class="align_center">Driver C</td><td class="align_center">0</td><td class="align_center">0</td><td class="align_center">170</td><td class="align_center">23</td></tr><tr><td class="align_center">Impostor</td><td class="align_center">21</td><td class="align_center">14</td><td class="align_center">20</td><td class="align_center">153</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Summation of the confusion matrix from 10-fold cross validation in the impostor detection experiment when utilizing the K-nearest neighbors.</div>

Journal of Advanced Transportation

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Table 4

Table 4: Public Transport Driver Identification System Using Histogram of Acceleration Data 