Research Article

An Evolutionary Frog Leaping Algorithm for Global Optimization Problems and Applications

Table 19

Comparison with EFLA and 4 algorithms (LAPO, TLBO, LSHADE, and LSHADE-cnEpSin) for SVM.

LAPO (%)TLBO (%)LSHADE (%)LSHADE−cnEpSin (%)EFLA (%)

F1 median72.89774.76674.76674.76673.832
Std.9.0204e − 0011.4980e − 0141.47771.9703e − 0016.3013
F2 median98.87698.87698.87698.87698.876
Std.2.9160e − 0141.4980e − 0141.49802.3687e − 0012.9160e − 014
F3 median96.85396.85396.85396.85396.853
Std.3.1990e − 0027.5400e − 00204.5240e − 0028.6524e − 002
F4 median82.32382.32382.32382.32382.828
Std.0.00e + 0000.00e + 0000.00e + 0000.00e + 0002.0727e − 001
F5 median98.06798.06798.06798.06798.067
Std.1.4580e − 0141.4980e − 0141.66735.5576e − 0027.2125e − 002
F6 median69.259e + 00169.63068.88969.25970.000
Std.3.0399e − 0013.1232e − 0013.1232e − 0015.1793e − 0011.6454e − 001