Modified Mahalanobis Taguchi System for Imbalance Data Classification

<table class="table-group" id="tab6"><tr><td><table class="table"><tr><td class="thead-hr" colspan="7"><hr/></td></tr><tr class="thead"><td class="align_left">Dataset</td><td class="align_center">Classes </td><td class="align_center">Number of vars. </td><td class="align_center">Neg. obs.</td><td class="align_center">Pos. obs. </td><td class="align_center"><svg height="12.7178pt" id="M237" style="vertical-align:-3.42947pt" version="1.1" viewbox="-0.0498162 -9.28833 8.47692 12.7178" width="8.47692pt" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"><g transform="matrix(.013,0,0,-0.013,0,0)"><path d="M619 670C619 686 593 712 555 712S459 686 410 634S335 504 320 430H250L219 400L222 388H312L258 73C223 -133 201 -166 187 -180C175 -191 158 -199 140 -199C123 -199 88 -188 74 -172C68 -166 63 -164 54 -171C38 -185 23 -201 23 -215C23 -236 60 -261 93 -261C122 -261 161 -247 207 -200C268 -138 300 -71 337 94C365 220 376 277 394 387L501 399L521 430H401C432 623 464 665 501 665C524 665 544 651 567 627C577 617 583 618 592 625C601 631 619 651 619 670Z" id="g113-103"></path><glyph.data ascent="3473" descent="-2876" horiz-adv-x="642" vert-adv-y="642" xpluscharwidth="8.346"></glyph.data></g></svg>-ratio </td><td class="align_center">IR</td></tr><tr><td class="thead-hr" colspan="7"><hr/></td></tr><tr><td class="align_left">AC welding</td><td class="align_center">Normal/expulsion</td><td class="align_center">28</td><td class="align_center">3288</td><td class="align_center">6</td><td class="align_center">4.1104</td><td class="align_center">548 : 1</td></tr><tr class="table-tr"><td colspan="7"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Computational Intelligence and Neuroscience

tab6

Table 6

Table 6: Modified Mahalanobis Taguchi System for Imbalance Data Classification 