Improved TLBO-JAYA Algorithm for Subset Feature Selection and Parameter Optimisation in Intrusion Detection System

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left">C</td><td class="align_center"><i>γ</i></td><td class="align_center">Subset feature</td><td class="align_center">Accuracy (objective function)</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left">20</td><td class="align_center">Default</td><td class="align_center">Fixed</td><td class="align_center">0.97</td></tr><tr><td class="align_left">1</td><td class="align_center">Default</td><td class="align_center">Fixed</td><td class="align_center">0.899</td></tr><tr><td class="align_left">10</td><td class="align_center">Default</td><td class="align_center">Fixed</td><td class="align_center">0.994</td></tr><tr><td class="align_left">0.1</td><td class="align_center">Default</td><td class="align_center">Fixed</td><td class="align_center">0.99</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Complexity

tab3

Table 3

Table 3: Improved TLBO-JAYA Algorithm for Subset Feature Selection and Parameter Optimisation in Intrusion Detection System 