Investigation of Effectiveness of Shuffled Frog-Leaping Optimizer in Training a Convolution Neural Network

<table class="table-group" id="tab7"><tr><td><table class="table"><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr class="thead"><td class="align_left">Technique</td><td class="align_center">MSE (AVE ± STD)</td><td class="align_center">Classification rate (%)</td><td class="align_center">Training time</td></tr><tr><td class="thead-hr" colspan="4"><hr/></td></tr><tr><td class="align_left">LeNet 5</td><td class="align_center">0.050420 ± 0.003170</td><td class="align_center">92</td><td class="align_center">49 minutes</td></tr><tr><td class="align_left">ACO-LeNet 5</td><td class="align_center">0.031841 ± 0.004123</td><td class="align_center">94</td><td class="align_center">52 minutes</td></tr><tr><td class="align_left">BFSO-LeNet 5</td><td class="align_center">0.072218 ± 0.079235</td><td class="align_center">93</td><td class="align_center">57 minutes</td></tr><tr><td class="align_left">WO-LeNet 5</td><td class="align_center">0.00319 ± 0.0042</td><td class="align_center">96</td><td class="align_center">53 minutes</td></tr><tr><td class="align_left">SFLA-LeNet 5</td><td class="align_center">0.00286 ± 0.009700</td><td class="align_center">97</td><td class="align_center">55 minutes</td></tr><tr class="table-tr"><td colspan="4"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Experimental results for the Caltech 101 airplanes dataset.</div>

Journal of Healthcare Engineering

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Table 7

Table 7: Investigation of Effectiveness of Shuffled Frog-Leaping Optimizer in Training a Convolution Neural Network 