A Semi-Supervised Framework for MMMs-Induced Fuzzy Co-Clustering with Virtual Samples

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="8"><hr/></td></tr><tr class="thead"><td class="align_left" rowspan="2"> </td><td class="align_center" colspan="7">Proportion of supervision</td></tr><tr class="thead"><td class="align_center">0%</td><td class="align_center">1%</td><td class="align_center">5%</td><td class="align_center">10%</td><td class="align_center">20%</td><td class="align_center">50%</td><td class="align_center">100%</td></tr><tr><td class="thead-hr" colspan="8"><hr/></td></tr><tr><td class="align_left"> Training </td><td class="align_center">0.465</td><td class="align_center">0.528</td><td class="align_center">0.664</td><td class="align_center">0.675</td><td class="align_center">0.703</td><td class="align_center">0.735</td><td class="align_center">—</td></tr><tr><td class="align_left"> Test </td><td class="align_center">0.416</td><td class="align_center">0.457</td><td class="align_center">0.590</td><td class="align_center">0.592</td><td class="align_center">0.603</td><td class="align_center">0.612</td><td class="align_center">0.619</td></tr><tr class="table-tr"><td colspan="8"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Comparison of recognition rates in preliminary experiment (<i>Cora</i>).

Advances in Fuzzy Systems

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Table 3

Table 3: A Semi-Supervised Framework for MMMs-Induced Fuzzy Co-Clustering with Virtual Samples 