Towards Effective Network Intrusion Detection: A Hybrid Model Integrating Gini Index and GBDT with PSO

<table class="table-group" id="tab4"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Parameter</td><td class="align_center">Value</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">Number of particles (<i>N</i>)</td><td class="align_center">20</td></tr><tr><td class="align_left">Number of iterations (<i>T</i>)</td><td class="align_center">200</td></tr><tr><td class="align_left">Inertia weight (<i>ω</i>)</td><td class="align_center">0.6</td></tr><tr><td class="align_left">Particle factor (<i>c</i><sub>1</sub>)</td><td class="align_center">0.103</td></tr><tr><td class="align_left">Population factor (<i>c</i><sub>2</sub>)</td><td class="align_center">2.897</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Journal of Sensors

tab4

Table 4

Table 4: Towards Effective Network Intrusion Detection: A Hybrid Model Integrating Gini Index and GBDT with PSO 