VHDRA: A Vertical and Horizontal Intelligent Dataset Reduction Approach for Cyber-Physical Power Aware Intrusion Detection Systems

<div class="floats-full-page floats-full-page-other"><h2>Table 7</h2><div class="floats-full-page-caption"><div>A comparison between VHDRA elements against NNGE with CFS.</div></div><div class="floats-full-page-content"><table class="fixed-width table-group" id="tab7"><tr><td><table class="table"><colgroup><col style="width:11.31em" /><col style="width:7.96em" /><col style="width:7.96em" /><col style="width:7.96em" /><col style="width:7.96em" /><col style="width:7.96em" /><col style="width:7.96em" /></colgroup><tr><td class="thead-hr" colspan="7"><hr /></td></tr><tr class="thead"><td class="align_left" rowspan="3"> </td><td class="align_center" colspan="2">Binary class</td><td class="align_center" colspan="2">Triple class</td><td class="align_center" colspan="2">Multiclass</td></tr><tr class="thead"><td class="align_center" rowspan="2">Accuracy gain (%)</td><td class="align_center">Hyperrect. </td><td class="align_center" rowspan="2">Accuracy gain (%)</td><td class="align_center">Hyperrect. </td><td class="align_center" rowspan="2">Accuracy gain (%)</td><td class="align_center">Hyperrect. </td></tr><tr class="thead"><td class="align_center">Reduction (%)</td><td class="align_center">Reduction (%)</td><td class="align_center">Reduction (%)</td></tr><tr><td class="thead-hr" colspan="7"><hr /></td></tr><tr><td class="align_left">VHDRA (vertical and horizontal)</td><td class="align_center">4.19</td><td class="align_center"><i>37.34</i></td><td class="align_center">3.78</td><td class="align_center"><i>26.76</i></td><td class="align_center">8.57</td><td class="align_center"><i>29.06</i></td></tr><tr><td class="align_left" colspan="7"><hr /></td></tr><tr><td class="align_left">VHDRA (vertical)</td><td class="align_center"><i>4.53</i></td><td class="align_center">9.68</td><td class="align_center"><i>4.29</i></td><td class="align_center">7.41</td><td class="align_center"><i>9.25</i></td><td class="align_center">13.07</td></tr><tr><td class="align_left" colspan="7"><hr /></td></tr><tr><td class="align_left">VHDRA (horizontal)</td><td class="align_center">1.25</td><td class="align_center">29.15</td><td class="align_center">1.18</td><td class="align_center">21.42</td><td class="align_center">5.23</td><td class="align_center">17.81</td></tr><tr class="table-tr"><td colspan="7"><hr class="tbody-hr" /></td></tr></table></td></tr></table></div></div>

Table 7 | VHDRA: A Vertical and Horizontal Intelligent Dataset Reduction Approach for Cyber-Physical Power Aware Intrusion Detection Systems

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Table 7: VHDRA: A Vertical and Horizontal Intelligent Dataset Reduction Approach for Cyber-Physical Power Aware Intrusion Detection Systems

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Table 7

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