A Hybrid Monkey Search Algorithm for Clustering Analysis

<table class="table-group" id="tab6"><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">311.7978</td><td align="center">311.7981</td><td align="center">311.7979</td><td align="center"><span style="width: 85.6875px;"><svg height="11.125" id="M234" 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">MA</td><td align="center">311.8099</td><td align="center">311.8378</td><td align="center">311.8199</td><td align="center"><span style="width: 85.6875px;"><svg height="11.125" id="M235" 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">CABC</td><td align="center">311.7978</td><td align="center">311.8947</td><td align="center">311.8040</td><td align="center"><span style="width: 85.6875px;"><svg height="11.125" id="M236" 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">311.8520 </td><td align="center">312.2110</td><td align="center">312.0027</td><td align="center"><span style="width: 85.6875px;"><svg height="11.125" id="M237" 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">CPSO</td><td align="center">314.3565</td><td align="center">326.2359 </td><td align="center">318.4564</td><td align="center">2.8999</td></tr><tr><td align="left">PSO</td><td align="center">320.9687</td><td align="center">343.4317</td><td align="center">332.0422</td><td align="center">6.0131</td></tr><tr><td align="left"><svg height="12.4375" id="M238" 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">
<g transform="matrix(.017,-0,0,-.017,.062,12.162)"><path d="M480 416q0 -21 -18 -41q-9 -11 -17 -7q-20 9 -42 9q-62 0 -140 -78q23 -69 88 -192q17 -31 27 -42t20 -11q16 0 62 46l17 -20q-64 -92 -119 -92q-35 0 -70 66q-41 73 -84 187q-36 -30 -62 -61q-27 -115 -35 -172q-41 -8 -78 -20l-6 6l140 612q7 28 0.5 34t-37.5 7l-34 1
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</svg>-means</td><td align="center">313.1428 </td><td align="center">313.7343</td><td align="center">313.4977</td><td align="center"><span style="width: 85.6875px;"><svg height="11.275" id="M239" style="vertical-align:-0.20474pt" version="1.1" viewbox="0 0 85.6875 11.275" width="85.6875" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
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Results obtained by the algorithms for 20 different runs on seeds data.

The Scientific World Journal

tab6

Table 6

Table 6: A Hybrid Monkey Search Algorithm for Clustering Analysis 