Practical Employment of Granular Computing to Complex Application Layer Cyberattack Detection

<table class="fixed-width table-group" id="tab2"><tr><td><table class="table"><colgroup><col style="width:6.16em"/><col style="width:6.07em"/><col style="width:6.46em"/><col style="width:9.08em"/></colgroup><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left">TP Rate [%]</td><td class="align_center">FP Rate [%]</td><td class="align_center">Data Set Size</td><td class="align_center">Number of samples</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left">86,6</td><td class="align_center">1.8</td><td class="align_center">1%</td><td class="align_center">300</td></tr><tr><td class="align_left" colspan="4"><hr/></td></tr><tr><td class="align_left">95,6</td><td class="align_center">5,8</td><td class="align_center">10%</td><td class="align_center">3000</td></tr><tr><td class="align_left" colspan="4"><hr/></td></tr><tr><td class="align_left">96,9</td><td class="align_center">6,8</td><td class="align_center">20%</td><td class="align_center">6000</td></tr><tr><td class="align_left" colspan="4"><hr/></td></tr><tr><td class="align_left">97,7</td><td class="align_center">8,1</td><td class="align_center">100%</td><td class="align_center">32400</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>True positive rate and false positive rate for different numbers of learning samples.</div>

Complexity

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Table 2

Table 2: Practical Employment of Granular Computing to Complex Application Layer Cyberattack Detection 