A Decoupling and Bidirectional Resampling Method for Multilabel Classification of Imbalanced Data with Label Concurrence

<table class="table-group" id="tab5"><tr><td><table class="table"><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr class="thead"><td class="align_left">Dataset</td><td class="align_center">MeanIR</td><td class="align_center">SCUMBLE</td></tr><tr><td class="thead-hr" colspan="3"><hr/></td></tr><tr><td class="align_left">Yeast</td><td class="align_center">2.43</td><td class="align_center">0.07</td></tr><tr><td class="align_left">Enron</td><td class="align_center">48.19</td><td class="align_center">0.23</td></tr><tr><td class="align_left">tmc2007</td><td class="align_center">12.42</td><td class="align_center">0.14</td></tr><tr><td class="align_left">cal500</td><td class="align_center">18.19</td><td class="align_center">0.24</td></tr><tr><td class="align_left">Corel-16k</td><td class="align_center">27.32</td><td class="align_center">0.21</td></tr><tr><td class="align_left">Corel-5k</td><td class="align_center">69.75</td><td class="align_center">0.26</td></tr><tr><td class="align_left">Mediamill</td><td class="align_center">80.61</td><td class="align_center">0.26</td></tr><tr class="table-tr"><td colspan="3"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>MeanIR and SCUMBLE values after ML-DBR applied.</div>

Scientific Programming

tab5

Table 5

Table 5: A Decoupling and Bidirectional Resampling Method for Multilabel Classification of Imbalanced Data with Label Concurrence 