Improving Classification Performance through an Advanced Ensemble Based Heterogeneous Extreme Learning Machines

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Dataset </td><td class="align_center">Disagreement </td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">Iris</td><td class="align_center">0.0169</td></tr><tr><td class="align_left">Climate</td><td class="align_center">0.0530</td></tr><tr><td class="align_left">Credit</td><td class="align_center">0.0946</td></tr><tr><td class="align_left">Wave</td><td class="align_center">0.1083</td></tr><tr><td class="align_left">Satellite</td><td class="align_center">0.0568</td></tr><tr><td class="align_left">Firm</td><td class="align_center">0.0751</td></tr><tr><td class="align_left">Letter</td><td class="align_center">0.1607</td></tr><tr><td class="align_left">Colon</td><td class="align_center">0.0500</td></tr><tr><td class="align_left">Liver</td><td class="align_center">0.0289</td></tr><tr><td class="align_left">Vowel</td><td class="align_center">0.0130</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Disagreement measurement between base classifiers in AELME.

Computational Intelligence and Neuroscience

tab3

Table 3

Table 3: Improving Classification Performance through an Advanced Ensemble Based Heterogeneous Extreme Learning Machines 