# 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} \hline
**Functions** & **Metric** & **PTG** & **PTG-noQ** & **PTG-noPDD** & **PTG-noIE** \\ \hline \multirow{2}{*}{F1} & mean & 8.17 \(\times\) 10\({}^{3}\) & 9.44 \(\times\) 10\({}^{3}\) & 1.95 \(\times\) 10\({}^{4}\) & 8.32 \(\times\) 10\({}^{3}\) \\  & std & 2.70 \(\times\) 10\({}^{3}\) & 3.79 \(\times\) 10\({}^{3}\) & 3.51 \(\times\) 10\({}^{3}\) & 3.70 \(\times\) 10\({}^{3}\) \\ \hline \multirow{2}{*}{F2} & mean & 4.52 \(\times\) 10\({}^{2}\) & 4.60 \(\times\) 10\({}^{2}\) & 4.63 \(\times\) 10\({}^{2}\) & 4.70 \(\times\) 10\({}^{2}\) \\  & std & 1.49 \(\times\) 10\({}^{1}\) & 2.14 \(\times\) 10\({}^{1}\) & 6.27 & 2.81 \(\times\) 10\({}^{1}\) \\ \hline \multirow{2}{*}{F3} & mean & 6.00 \(\times\) 10\({}^{2}\) & 6.01 \(\times\) 10\({}^{2}\) & 6.07 \(\times\) 10\({}^{2}\) & 6.16 \(\times\) 10\({}^{2}\) \\  & std & 3.12 \(\times\) 10\({}^{-1}\) & 3.30 \(\times\) 10\({}^{-1}\) & 1.20 & 8.35 \\ \hline \multirow{2}{*}{F4} & mean & 8.26 \(\times\) 10\({}^{2}\) & 8.28 \(\times\) 10\({}^{2}\) & 8.52 \(\times\) 10\({}^{2}\) & 8.64 \(\times\) 10\({}^{2}\) \\  & std & 9.37 & 1.07 \(\times\) 10\({}^{1}\) & 1.29 \(\times\) 10\({}^{1}\) & 1.81 \(\times\) 10\({}^{1}\) \\ \hline \multirow{2}{*}{F5} & mean & 9.15 \(\times\) 10\({}^{2}\) & 9.19 \(\times\) 10\({}^{2}\) & 9.30 \(\times\) 10\({}^{2}\) & 1.68 \(\times\) 10\({}^{3}\) \\  & std & 1.58 \(\times\) 10\({}^{1}\) & 2.42 \(\times\) 10\({}^{1}\) & 1.35 \(\times\) 10\({}^{1}\) & 6.06 \(\times\) 10\({}^{2}\) \\ \hline \multirow{2}{*}{F6} & mean & 6.93 \(\times\) 10\({}^{3}\) & 9.42 \(\times\) 10\({}^{3}\) & 4.12 \(\times\) 10\({}^{5}\) & 7.20 \(\times\) 10\({}^{3}\) \\  & std & 5.72 \(\times\) 10\({}^{3}\) & 6.50 \(\times\) 10\({}^{3}\) & 2.12 \(\times\) 10\({}^{5}\) & 6.66 \(\times\) 10\({}^{3}\) \\ \hline \multirow{2}{*}{F7} & mean & 2.04 \(\times\) 10\({}^{3}\) & 2.05 \(\times\) 10\({}^{3}\) & 2.07 \(\times\) 10\({}^{3}\) & 2.10 \(\times\) 10\({}^{3}\) \\  & std & 1.22 \(\times\) 10\({}^{1}\) & 1.37 \(\times\) 10\({}^{1}\) & 1.38 \(\times\) 10\({}^{1}\) & 4.16 \(\times\) 10\({}^{1}\) \\ \hline \multirow{2}{*}{F8} & mean & 2.226 \(\times\) 10\({}^{3}\) & 2.227 \(\times\) 10\({}^{3}\) & 2.231 \(\times\) 10\({}^{3}\) & 2.233 \(\times\) 10\({}^{3}\) \\  & std & 2.61 & 2.44 & 1.92 & 2.22 \(\times\) 10\({}^{1}\) \\ \hline \multirow{2}{*}{F9} & mean & 2.48 \(\times\) 10\({}^{3}\) & 2.48 \(\times\) 10\({}^{3}\) & 2.50 \(\times\) 10\({}^{3}\) & 2.48 \(\times\) 10\({}^{3}\) \\  & std & 3.86 \(\times\) 10\({}^{-2}\) & 9.00 \(\times\) 10\({}^{-2}\) & 6.36 & 1.80 \(\times\) 10\({}^{-1}\) \\ \hline \multirow{2}{*}{F10} & mean & 2.56 \(\times\) 10\({}^{3}\) & 2.61 \(\times\) 10\({}^{3}\) & 2.50 \(\times\) 10\({}^{3}\) & 3.15 \(\times\) 10\({}^{3}\) \\  & std & 1.98 \(\times\) 10\({}^{2}\) & 3.66 \(\times\) 10\({}^{2}\) & 1.90 \(\times\) 10\({}^{-1}\) & 5.55 \(\times\) 10\({}^{2}\) \\ \hline \multirow{2}{*}{F11} & mean & 2.92 \(\times\) 10\({}^{3}\) & 2.94 \(\times\) 10\({}^{3}\) & 3.19 \(\times\) 10\({}^{3}\) & 2.97 \(\times\) 10\({}^{3}\) \\  & std & 1.19 \(\times\) 10\({}^{2}\) & 1.05 \(\times\) 10\({}^{2}\) & 6.78 \(\times\) 10\({}^{1}\) & 1.75 \(\times\) 10\({}^{2}\) \\ \hline \multirow{2}{*}{F12} & mean & 2.95 \(\times\) 10\({}^{3}\) & 2.95 \(\times\) 10\({}^{3}\) & 2.96 \(\times\) 10\({}^{3}\) & 2.97 \(\times\) 10\({}^{3}\) \\  & std & 6.74 & 9.64 & 7.78 & 1.92 \(\times\) 10\({}^{1}\) \\ \hline \end{tabular}
\end{table} 
Table 2: Ablation experiment of PTG on CEC2022.