A Decisive Metaheuristic Attribute Selector Enabled Combined Unsupervised-Supervised Model for Chronic Disease Risk Assessment

<table class="table-group" id="tab11"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_left">Parameters</td><td class="align_center">BFS</td><td class="align_center">GS</td><td class="align_center">PSO</td><td class="align_center">GSS</td><td class="align_center">MMAS</td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left">Number of instances</td><td class="align_center">155</td><td class="align_center">155</td><td class="align_center">155</td><td class="align_center">155</td><td class="align_center">155</td></tr><tr><td class="align_left">Initial attribute set</td><td class="align_center">20</td><td class="align_center">20</td><td class="align_center">20</td><td class="align_center">20</td><td class="align_center">20</td></tr><tr><td class="align_left">Reduced attribute set</td><td class="align_center">16</td><td class="align_center">18</td><td class="align_center">18</td><td class="align_center">18</td><td class="align_center">15</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Feature relevance graph for hepatitis dataset.</div>

Computational Intelligence and Neuroscience

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Table 11

Table 11: A Decisive Metaheuristic Attribute Selector Enabled Combined Unsupervised-Supervised Model for Chronic Disease Risk Assessment 