A Hybrid Monkey Search Algorithm for Clustering Analysis

<table class="table-group" id="tab12"><tr><td><table class="table"><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr class="thead"><td align="left">Algorithm</td><td align="center">Best</td><td align="center">Worst</td><td align="center">Mean</td><td align="center">Standard</td></tr><tr><td class="thead-hr" colspan="5"><hr/></td></tr><tr><td align="left">ABC-MA</td><td align="center">5693.7240</td><td align="center">5693.7418</td><td align="center">5693.7264</td><td align="center"><span style="width: 85.6875px;"><svg height="11.225" id="M265" style="vertical-align:-0.1638pt" version="1.1" viewbox="0 0 85.6875 11.225" width="85.6875" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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</svg></span></td></tr><tr><td align="left">MA</td><td align="center">5693.7297 </td><td align="center">5693.8736</td><td align="center">5693.8414</td><td align="center"><span style="width: 85.6875px;"><svg height="11.175" id="M266" style="vertical-align:-0.20474pt" version="1.1" viewbox="0 0 85.6875 11.175" width="85.6875" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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</svg></span></td></tr><tr><td align="left">CABC</td><td align="center">5693.7240  </td><td align="center">5694.1452</td><td align="center">5693.8912</td><td align="center"><span style="width: 85.6875px;"><svg height="11.125" id="M267" style="vertical-align:-0.1638pt" version="1.1" viewbox="0 0 85.6875 11.125" width="85.6875" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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</svg></span></td></tr><tr><td align="left">ABC</td><td align="center">5694.2996</td><td align="center">5699.5063</td><td align="center">5696.6457</td><td align="center">1.4885</td></tr><tr><td align="left">CPSO</td><td align="center">5699.2901</td><td align="center">5739.9530</td><td align="center">5709.5340</td><td align="center">8.9130</td></tr><tr><td align="left">PSO</td><td align="center">5766.6412</td><td align="center">6059.5781</td><td align="center">5906.2983</td><td align="center">82.5753</td></tr><tr><td align="left"><svg height="12.4375" id="M268" style="vertical-align:-0.1638pt" version="1.1" viewbox="0 0 8.6750002 12.4375" width="8.6750002" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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</svg>-means</td><td align="center">5703.3444 </td><td align="center">5705.2747</td><td align="center">5704.0770</td><td align="center"><span style="width: 85.6875px;"><svg height="11.175" id="M269" style="vertical-align:-0.20474pt" version="1.1" viewbox="0 0 85.6875 11.175" width="85.6875" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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</svg></span></td></tr><tr class="table-tr"><td colspan="5"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Results obtained by the algorithms for 20 different runs on CMC data.

The Scientific World Journal

tab12

Table 12

Table 12: A Hybrid Monkey Search Algorithm for Clustering Analysis 