# Personalized-Template-Guided Intelligent Evolutionary Algorithm
## 3 Results
### Comparison of PTG with Other Algorithms
#### 3.3.1 Analysis of Experimental Results of CEC2005 Test Function
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline
**Functions** & **Metric** & **PTG** & **WOA** & **HHO** & **COA** & **TSA** \\ \hline \multirow{4}{*}{F1} & mean & 0 & \(4.23\times 10^{-149}\) & \(1.90\times 10^{-184}\) & 0 & \(3.61\times 10^{-46}\) \\  & std & 0 & \(2.29\times 10^{-148}\) & 0 & 0 & \(1.62\times 10^{-45}\) \\  & rank & 1 & 7 & 6 & 1 & 9 \\ \hline \multirow{4}{*}{F2} & mean & 0 & \(9.94\times 10^{-108}\) & \(1.28\times 10^{-94}\) & 0 & \(2.71\times 10^{-49}\) \\  & std & 0 & \(3.01\times 10^{-107}\) & \(6.99\times 10^{-94}\) & 0 & \(5.92\times 10^{-49}\) \\  & rank & 1 & 6 & 7 & 1 & 9 \\ \hline \multirow{4}{*}{F3} & mean & 0 & \(1.901\times 10^{1}\) & \(3.22\times 10^{-156}\) & 0 & \(5.78\times 10^{-54}\) \\  & std & 0 & \(3.278\times 10^{1}\) & \(1.76\times 10^{-155}\) & 0 & \(1.74\times 10^{-53}\) \\  & rank & 1 & 10 & 6 & 1 & 8 \\ \hline \multirow{4}{*}{F4} & mean & 0 & \(8.70\times 10^{-1}\) & \(1.80\times 10^{-91}\) & 0 & \(1.55\times 10^{-21}\) \\  & std & 0 & \(2.59\) & \(8.77\times 10^{-91}\) & 0 & \(4.58\times 10^{-21}\) \\  & rank & 1 & 10 & 6 & 1 & 8 \\ \hline \multirow{4}{*}{F5} & mean & \(1.15\times 10^{-26}\) & 6.19 & \(7.35\times 10^{-4}\) & 0 & \(8.49\) \\  & std & 0 & \(4.10\times 10^{-1}\) & \(9.41\times 10^{-4}\) & 0 & \(9.20\times 10^{-1}\) \\  & rank & 2 & 8 & 3 & 1 & 9 \\ \hline \multirow{4}{*}{F6} & mean & 0 & \(6.35\times 10^{-5}\) & \(1.32\times 10^{-5}\) & 0 & \(1.12\) \\  & std & 0 & \(6.57\times 10^{-5}\) & \(1.86\times 10^{-5}\) & 0 & \(4.00\times 10^{-1}\) \\  & rank & 1 & 7 & 5 & 1 & 9 \\ \hline \multirow{4}{*}{F7} & mean & \(1.01\times 10^{-4}\) & \(1.10\times 10^{-3}\) & \(1.10\times 10^{-4}\) & \(2.60\times 10^{-5}\) & \(1.60\times 10^{-3}\) \\  & std & \(6.68\times 10^{-5}\) & \(1.10\times 10^{-3}\) & \(1.12\times 10^{-4}\) & \(2.40\times 10^{-5}\) & \(6.93\times 10^{-4}\) \\  & rank & 5 & 8 & 6 & 1 & 9 \\ \hline \multirow{4}{*}{F8} & mean & \(-4.19\times 10^{3}\) & \(-3.66\times 10^{3}\) & \(-4.18\times 10^{3}\) & \(-4.19\times 10^{3}\) & \(-2.52\times 10^{3}\) \\  & std & \(2.78\times 10^{-12}\) & \(6.6747\times 10^{2}\) & \(7.9308\times 10^{1}\) & \(2.80\times 10^{-3}\) & \(3.5426\times 10^{2}\) \\  & rank & 1 & 7 & 5 & 3 & 9 \\ \hline \multirow{4}{*}{F9} & mean & 0 & \(4.74\times 10^{-16}\) & 0 & 0 & \(2.56364\times 10^{1}\) \\  & std & 0 & \(2.59\times 10^{-15}\) & 0 & 0 & \(1.225\times 10^{1}\) \\  & rank & 1 & 8 & 1 & 1 & 10 \\ \hline \multirow{4}{*}{F10} & mean & \(4.44\times 10^{-16}\) & \(3.05\times 10^{-15}\) & \(4.44\times 10^{-16}\) & \(4.44\times 10^{-16}\) & \(1.13\) \\  & std & 0 & \(2.46\times 10^{-15}\) & 0 & 0 & \(1.63\) \\  & rank & 1 & 8 & 1 & 1 & 10 \\ \hline \multirow{4}{*}{F11} & mean & 0 & \(2.40\times 10^{-2}\) & 0 & 0 & \(4.39\times 10^{-1}\) \\  & std & 0 & \(6.12\times 10^{-2}\) & 0 & 0 & \(2.55\times 10^{-1}\) \\  & rank & 1 & 8 & 1 & 1 & 10 \\ \hline \multirow{4}{*}{F12} & mean & \(4.71\times 10^{-32}\) & \(2.90\times 10^{-3}\) & \(5.50\times 10^{-6}\) & \(4.71\times 10^{-32}\) & \(2.56\) \\  & std & \(1.67\times 10^{-47}\) & \(5.40\times 10^{-3}\) & \(6.74\times 10^{-6}\) & \(1.67\times 10^{-47}\) & \(3.71\) \\  & rank & 1 & 6 & 4 & 1 & 10 \\ \hline \multirow{4}{*}{F13} & mean & \(1.35\times 10^{-32}\) & \(7.90\times 10^{-3}\) & \(2.96\times 10^{-5}\) & \(1.35\times 10^{-32}\) & \(6.38\times 10^{-1}\) \\  & std & \(5.57\times 10^{-48}\) & \(1.84\times 10^{-2}\) & \(5.35\times 10^{-5}\) & \(5.57\times 10^{-48}\) & \(2.70\times 10^{-1}\) \\  & rank & 1 & 7 & 4 & 1 & 10 \\ \hline \multirow{4}{*}{F14} & mean & \(9.98\times 10^{-1}\) & 2.1781 & 1.0311 & \(9.98\times 10^{-1}\) & \(1.05407\times 10^{1}\) \\  & std & 0 & \(2.49\) & \(1.82\times 10^{-1}\) & \(9.73\times 10^{-11}\) & \(3.98\) \\  & rank & 1 & 6 & 4 & 3 & 10 \\ \hline \multirow{4}{*}{F15} & mean & 3.38\(\times 10^{-4}\) & 5.98\(\times 10^{-4}\) & 3.63\(\times 10^{-4}\) & \(4.23\times 10^{-4}\) & \(1.31\times 10^{-2}\) \\  & std & 1.67\(\times 10^{-4}\) & 3.24\(\times 10^{-4}\) & \(1.66\times 10^{-4}\) & \(2.40\times 10^{-4}\) & \(2.00\times 10^{-2}\) \\  & rank & 3 & 6 & 4 & 5 & 10 \\ \hline \end{tabular}
\end{table}