Feature Scaling via Second-Order Cone Programming

<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">Methods</td><td class="align_center">Accuracy</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">L1SOCP</td><td class="align_center"><b>87.1</b></td></tr><tr><td class="align_left">L1L2SOCP</td><td class="align_center"><b>87.1</b></td></tr><tr><td class="align_left">SVM</td><td class="align_center">77.4</td></tr><tr><td class="align_left">RVM</td><td class="align_center">80.6</td></tr><tr><td class="align_left">Logistic regression </td><td class="align_center">71.0</td></tr><tr><td class="align_left">JCFO</td><td class="align_center">86.8</td></tr><tr><td class="align_left">MISOCP</td><td class="align_center">86.3</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

LOOCV accuracy (%) of the colon data set.

Mathematical Problems in Engineering

tab3

Table 3

Table 3: Feature Scaling via Second-Order Cone Programming 