# Transfer Learning Based on Clustering Difference for Dynamic Multi-Objective Optimization
## 4 Experiments
### Running Speed
\begin{table}
\begin{tabular}{c c c c c c c c c} \hline \hline
**Functions** & **Settings** & **DNSGA-II-A** & **DNSGA-II-B** & **TCD-DMOEA** & **PPS** & **T-DMOEA** & **KF-DMOEA** & **Winner** \\ \hline  & S1 & 0.9 & 0.93785 & 0.9560 & 0.920775 & **1** & 0.7155 & T-DMOEA \\ DF7 & S2 & 1 & 1 & 0.82791 & 0.9 & 0.691549 & 0.8441 & DNS-GA-II-A \\  & S3 & 0.92498 & 0.94743 & **1** & 0.86527 & 0.66624 & 0.7515 & TCD-DMOEA \\ \hline  & S1 & 0.36573 & 0.35096 & **0.86352** & 0.37147 & 0.4501 & 0.3004 & TCD-DMOEA \\ DP8 & S2 & 0.32544 & 0.3434 & 0.6800 & 0.37548 & **0.71035** & 0.6078 & T-DMOEA \\  & S3 & 0.32656 & 0.33039 & **0.92433** & 0.32542 & 0.65714 & 0.4329 & TCD-DMOEA \\ \hline  & S1 & 0.85204 & 0.84753 & 0.35128 & 0.763924 & 0.8068 & 0.6775 & DNSGA-II-A \\ DP9 & S2 & 0.91461 & 0.92785 & 0.6664 & **0.92934** & 0.74104 & 0.7588 & PPS \\  & S3 & 0.76468 & 0.78770 & **0.83142** & 0.80924 & 0.64614 & 0.7012 & TCD-DMOEA \\ \hline  & S1 & 0.98810 & **1** & 0.99999 & 0.99426 & 0.9998 & 0.9602 & DNSGA-II-B \\ DP10 & S2 & 0.99999 & **1** & 0.99999 & 0.99599 & 0.99938 & 0.9927 & DNSGA-II-B \\  & S3 & 0.99151 & **1** & 0.99999 & 0.99842 & 0.99962 & 0.9125 & DNSGA-II-B \\ \hline  & S1 & 0.71851 & 0.71067 & **0.94698** & 0.94667 & 0.9709 & 0.9008 & TCD-DMOEA \\ DP11 & S2 & 0.69461 & 0.99533 & 0.86000 & 0.971607 & 0.9762 & **0.9991** & KP-DMOEA \\  & S3 & 0.72455 & 0.72170 & 0.9438 & 0.96196 & **0.99993** & 0.9826 & T-DMOEA \\ \hline  & S1 & **0.94625** & 0.47694 & 0.00105 & 0.06489 & 0.0045 & 0.3006 & DNSGA-II-A \\ DP12 & S2 & **0.83522** & 0.52822 & 0.00212 & 0.00185 & 0.00039 & 0.106 & DNSGA-II-A \\  & S3 & 0.49016 & 0.44808 & **0.60066** & 0.00174 & 0.00568 & 0.1009 & TCD-DMOEA \\ \hline  & S1 & 0.99324 & 0.99242 & **0.99794** & 0.995636 & 0.995 & 0.987 & TCD-DMOEA \\ DP13 & S2 & 0.99485 & 0.99800 & 0.99706 & **0.99817** & 0.97921 & 0.9479 & PPS \\  & S3 & 0.99406 & 0.99434 & 0.99871 & 0.99708 & 0.99611 & 0.97610 & TCD-DMOEA \\ \hline  & S1 & 0.92624 & 0.78856 & **0.99998** & 0.92584 & 0.927 & 0.7855 & TCD-DMOEA \\ DP14 & S2 & 0.76854 & 0.75249 & **0.94998** & 0.82129 & 0.90931 & 0.826 & TCD-DMOEA \\  & S3 & 0.92649 & 0.81270 & **0.99996** & 0.93450 & 0.91622 & 0.772 & TCD-DMOEA \\ \hline  & S1 & 0.38698 & 0.47343 & 0.948583 & 0.34478 & 0.6768 & 0.6133 & TCD-DMOEA \\ F5 & S2 & 0.45555 & 0.48011 & **0.86738** & 0.45613 & 0.67023 & 0.7623 & TCD-DMOEA \\  & S3 & 0.57974 & 0.58742 & **0.94356** & 0.58405 & 0.59982 & 0.6696 & TCD-DMOEA \\ \hline \hline \end{tabular}
\end{table} 
Table 3: _Cont._ \begin{table}
\begin{tabular}{c c c c c c c c c} \hline \hline
**Functions** & **Settings** & **DNSGA-II-A** & **DNSGA-II-B** & **TCD-DMOEA** & **PFS** & **T-DMOEA** & **KF-DMOEA** & **Winner** \\ \hline  & S1 & 0.52946 & 0.50209 & **0.96014** & 0.46420 & 0.6917 & 0.5548 & TCD-DMOEA \\ F6 & S2 & 0.61363 & 0.56833 & **0.9602** & 0.56726 & 0.67553 & 0.6745 & TCD-DMOEA \\  & S3 & 0.56928 & 0.59685 & **0.97848** & 0.66460 & 0.59692 & 0.4971 & TCD-DMOEA \\ \hline  & S1 & 0.49083 & 0.50185 & **0.97989** & 0.535975 & 0.6482 & 0.5175 & TCD-DMOEA \\ F7 & S2 & 0.53120 & 0.57548 & **0.97198** & 0.46678 & 0.46896 & 0.7871 & TCD-DMOEA \\  & S3 & 0.54482 & 0.60665 & **0.98071** & 0.73543 & 0.59342 & 0.5144 & TCD-DMOEA \\ \hline  & S1 & 0.99865 & 0.99941 & 0.99998 & 0.99926 & **1** & 0.9871 & T-DMOEA \\ F8 & S2 & 0.99977 & 0.99991 & 0.99998 & 0.99977 & **1** & 0.998 & T-DMOEA \\  & S3 & 0.99908 & 0.99993 & 0.99997 & 0.99997 & **1** & 0.9835 & T-DMOEA \\ \hline  & S1 & 0.44287 & 0.33825 & **0.89925** & 0.29784 & 0.6831 & 0.5528 & TCD-DMOEA \\ P9 & S2 & 0.43699 & 0.3337201 & **0.96078** & 0.26027 & 0.55884 & 0.6172 & TCD-DMOEA \\  & S3 & 0.52120 & 0.42007 & **0.90454** & 0.40561 & 0.64952 & 0.5602 & TCD-DMOEA \\ \hline  & S1 & 0.65458 & 0.68298 & **0.98527** & 0.48178 & 0.6699 & 0.514 & TCD-DMOEA \\ F10 & S2 & 0.52382 & 0.46490 & 0.95732 & 0.50696 & 0.69461 & 0.7753 & TCD-DMOEA \\  & S3 & 0.70696 & 0.73799 & **0.99893** & 0.50912 & 0.7703 & 0.6982 & TCD-DMOEA \\ \hline \hline \end{tabular}
\end{table} 
Table 3: _Cnt._