## 5 Discussion
\begin{table}
\begin{tabular}{c c c c c c c c} \hline \hline
**Dataset** & **Classifier** & **Accuracy** & **Precision** & **F1 score** & **EvalGBest** & **(nf, RMSE)** & **Time (ms)** \\ \hline \multirow{8}{*}{Smart Grids Data} & RF & **0.912** & 0.912548 & 0.910972 & 0.409985 & (9, 0.296647) & 25,1259 \\  & SVM & 0.748 & 0.743291 & 0.739087 & 0.459830 & (4, 0.501996) & 60,674 \\  & GBT & 0.899 & 0.899627 & 0.899736 & **0.405020** & (8, 0.317804) & 332,609 \\  & LR & 0.7495 & 0.744781 & 0.741097 & 0.458708 & (4, 0.500499) & 21,082 \\  & K-NN & 0.897 & 0.897719 & 0.895522 & 0.407368 & (8, 0.320936) & 326,848 \\  & NB & 0.7315 & 0.728542 & 0.714810 & 0.451127 & (3, 0.518169) & 4087 \\ \hline \multirow{8}{*}{Raisin Data} & RF & 0.85 & 0.858348 & 0.849698 & 0.361902 & (2, 0.387298) & 25,023 \\  & SVM & 0.861111 & 0.869622 & 0.860832 & 0.350937 & (2, 0.372677) & 3343 \\  & GBT & 0.866666 & 0.870097 & 0.866666 & 0.345289 & (2, 0.365148) & 16,658 \\  & LR & 0.85555 & 0.858942 & 0.855555 & 0.356472 & (2, 0.380058) & 6225 \\  & K-NN & **0.872222** & 0.878514 & 0.872092 & **0.339523** & (2, 0.357460) & 8892 \\  & NB & 0.844444 & 0.859980 & 0.843577 & 0.367232 & (2, 0.394405) & 1479 \\ \hline \multirow{8}{*}{Turkish Music} & RF & 0.8875 & 0.889423 & 0.886550 & 0.515756 & (32, 0.474341) & 35,934 \\  & SVM & **0.9375** & 0.9404068 & 0.937143 & **0.418107** & (28, 0.370809) & 31,204 \\  & GBT & 0.825 & 0.843703 & 0.828157 & 0.579262 & (32, 0.559016) & 190,036 \\  & LR & 0.9125 & 0.913035 & 0.910288 & 0.437334 & (27, 0.403112) & 68,773 \\  & K-NN & 0.85 & 0.861757 & 0.848489 & 0.544260 & (32, 0.512347) & 11,434 \\  & NB & 0.8625 & 0.861807 & 0.859248 & 0.52 & (29, 0.5) & 3132 \\ \hline \multirow{8}{*}{Diabetes Risk Prediction Data} & RF & **1.0** & 1.0 & 1.0 & **0.1875** & (12, 0.0) & 21,041 \\  & SVM & 0.932692 & 0.935100 & 0.933101 & 0.288327 & (6, 0.298437) & 3359 \\  & GBT & 0.990384 & 0.990619 & 0.990406 & 0.22793 & (10, 0.098058) & 11,020 \\  & LR & 0.932692 & 0.942716 & 0.933453 & 0.272702 & (5, 0.259437) & 5473 \\  & K-NN & 0.942307 & 0.946037 & 0.942750 & 0.273894 & (6, 0.240192) & 6570 \\  & NB & 0.894230 & 0.894874 & 0.894467 & 0.273823 & (5, 0.260931) & 1477 \\ \hline \multirow{8}{*}{Rice Data} & RF & 0.910761 & 0.910761 & 0.910761 & 0.907379 & (2, 0.298728) & _47,690_ \\  & SVM & **0.923884** & 0.924280 & 0.923666 & **0.29251** & (2, 0.2758908) & 7404 \\  & GBT & 0.916010 & 0.916127 & 0.915837 & 0.300690 & (2, 0.289809) & 51,724 \\  & LR & 0.919947 & 0.920249 & 0.919734 & 0.295534 & (2, 0.282935) & 10,566 \\  & K-NN & 0.916010 & 0.916127 & 0.915837 & 0.300690 & (2, 0.289809) & 33,522 \\  & NB & 0.921259 & 0.921400 & 0.921097 & 0.293788 & (2, 0.280606) & 2140 \\ \hline \multirow{8}{*}{Cervical Cancer Data} & RF & 0.920529 & 0.918877 & 0.918795 & 0.355813 & (462, 0.269093) & 133,329 \\  & SVM & **0.947019** & 0.950437 & 0.944484 & **0.301116** & (387, 0.201374) & 637,241 \\ \cline{1-1}  & GBT & 0.900662 & 0.897880 & 0.897889 & 0.358514 & (392, 0.304491) & 965,475 \\ \cline{1-1}  & LR & 0.907284 & 0.906097 & 0.902848 & 0.347226 & (358, 0.304491) & 183,896 \\ \cline{1-1}  & K-NN & 0.920529 & 0.920877 & 0.916727 & 0.347218 & (409, 0.281904) & 235,658 \\ \cline{1-1}  & NB & 0.834437 & 0.829944 & 0.831787 & 0.403036 & (378, 0.406451) & 22,674 \\ \hline \multirow{8}{*}{Cervical Cancer Data} & RF & **0.889534** & 0.909969 & 0.845334 & **1.563974** & (11, 19.90715) & 32,820 \\ \cline{1-1}  & SVM & **0.889534** & 0.901737 & 0.837531 & 1.724689 & (3, 2.268336) & 39,130 \\ \cline{1-1}  & GBT & **0.889534** & 0.901737 & 0.837531 & 1.724689 & (3, 2.268336) & 180,010 \\ \cline{1-1}  & LR & **0.889534** & 0.901737 & 0.837531 & 1.724689 & (3, 2.268336) & 32,845 \\ \cline{1-1}  & NB & **0.889534** & 0.901737 & 0.837531 & 1.724689 & (3, 2.268336) & 10,959 \\ \hline \multirow{8}{*}{C Chronic Kidney Disease Data} & RF & **1.0** & 1.0 & 1.0 & 0.0625 & (6, 0.0) & 20,445 \\ \cline{1-1}  & SVM & **1.0** & 1.0 & 1.0 & 0.0625 &  
\begin{table}
\begin{tabular}{c c c c c c c c} \hline \hline
**Dataset** & **Classifier** & **Accuracy** & **Precision** & **F1 score** & **EvalGBest** & **(nf, RMSE)** & **Time (ms)** \\ \hline \multirow{8}{*}{Smart Grids Data} & RF & **0.912** & 0.912548 & 0.910972 & 0.409985 & (9, 0.296647) & 248,483 \\  & SVM & 0.7575 & 0.754617 & 0.747401 & 0.452665 & (4, 0.492442) & 89,348 \\  & GBT & 0.899 & 0.898627 & 0.898736 & **0.405020** & (8, 0.317804) & 329,124 \\  & LR & 0.758 & 0.754943 & 0.748261 & 0.452284 & (4, 0.491934) & 31,514 \\  & K-NN & 0.897 & 0.897719 & 0.895522 & 0.407368 & (8, 0.320936) & 316,462 \\  & NB & 0.7755 & 0.778501 & 0.763177 & 0.438694 & (4, 0.473814) & 47/71 \\ \hline \multirow{8}{*}{Raisin Data} & RF & 0.82222 & 0.837050 & 0.821231 & 0.361902 & (3, 0.339679) & 27,490 \\  & SVM & 0.85 & 0.856079 & 0.849847 & **0.339523** & (3, 0.309841) & 4111 \\  &GBT & 0.866666 & 0.870097 & 0.866666 & 0.345289 & (2, 0.365148) & 23,406 \\  & LR & 0.855555 & 0.862789 & 0.855341 & 0.356472 & (2, 0.380058) & 6817 \\  & K-NN & **0.87222** & 0.878514 & 0.872092 & **0.339523** & (2, 0.357460) & 9630 \\  & NB & 0.85555 & 0.860681 & 0.855466 & 0.356472 & (2, 0.380058) & 1610 \\ \hline \multirow{8}{*}{Turkish Music} & RF & 0.8125 & 0.828781 & 0.817075 & 0.559279 & (20, 0.612372) & 37,558 \\  & SVM & **0.875** & 0.881037 & 0.876875 & 0.518303 & (25, 0.524404) & 35,201 \\ \cline{1-1}  &GBT & 0.8125 & 0.819272 & 0.813236 & 0.609341 & (27, 0.632455) & 156,980 \\ \cline{1-1}  & LR & 0.8375 & 0.841059 & 0.835601 & **0.504262** & (17, 0.559016) & 53,802 \\ \cline{1-1}  & K-NN & 0.7625 & 0.784397 & 0.763781 & 0.668072 & (7, 0.844097) & 8584 \\ \cline{1-1}  & NB & 0.8625 & 0.862634 & 0.858907 & 0.525732 & (36, 0.460977) & 2265 \\ \hline \multirow{8}{*}{Diabetes Risk} & RF & **1.0** & 1.0 & 1.0 & **0.125** & (8, 0.0) & 20,847 \\  & SVM & 0.884615 & 0.889044 & 0.885501 & 0.286012 & (2, 0.339683) & 3908 \\ \cline{1-1}  & K-NN & 0.912538 & 0.926601 & 0.961702 & 0.254662 & (7, 0.196116) & 7427 \\ \cline{1-1}  & NB & 0.884615 & 0.889044 & 0.885501 & 0.286012 & (2, 0.339683) & 1488 \\ \hline \multirow{8}{*}{Rice Data} & RF & 0.913385 & 0.913385 & 0.913385 & 0.304060 & (2, 0.294302) & 60,536 \\ \cline{1-1}  & SVM & **0.923884** & 0.924280 & 0.923666 & **0.290251** & (2, 0.275890) & 9229 \\ \cline{1-1}  &GBT & 0.916010 & 0.916127 & 0.915837 & 0.300690 & (2, 0.298909) & 68,857 \\ \cline{1-1}  & LR & 0.919947 & 0.902049 & 0.919734 & 0.925534 & (2, 0.282935) & 18,202 \\ \cline{1-1}  & K-NN & 0.922572 & 0.922890 & 0.922366 & 0.290227 & (2, 0.278258) & 36,409 \\ \cline{1-1}  & NB & 0.921259 & 0.921400 & 0.921097 & 0.293788 & (2, 0.280606) & 2196 \\ \hline \multirow{8}{*}{Parkinson’s Disease Data} & RF & 0.900662 & 0.898439 & 0.899072 & 0.295813 & (179, 0.315178) & 107,492 \\ \cline{1-1}  & SVM & **0.920529** & 0.920877 & 0.916727 & 0.270857 & (179, 0.281904) & 420,036 \\ \cline{1-1}  &GBT & 0.907284 & 0.904998 & 0.905260 & **0.263561** & (106, 30.304491) & 743,155 \\ \cline{1-1}  & LR & 0.900662 & 0.902048 & 0.893650 & 0.268184 & (150, 0.315178) & 130,233 \\ \cline{1-1}  & K-NN & 0.894039 & 0.890771 & 0.890408 & 0.298585 & (164, 0.325515) & 151,805 \\ \cline{1-1}  & NB & 0.847682 & 0.846218 & 0.846905 & 0.318605 & (78, 0.390279) & 17,699 \\ \hline \multirow{8}{*}{Cervical Cancer Data} & RF & **0.889534** & 0.894736 & 0.840116 & **1.662037** & (7, 2.143133) & 49,912 \\ \cline{1-1}  & SVM & **0.889534** & 0.901737 & 0.837531 & 1.716877 & (2, 2.268336) & 45,406 \\ \cline{1-1}  &GBT & **0.889534** & 0.901737 & 0.837531 & 1.716877 & (2, 2.268336) & 220,140 \\ \cline{1-1}  & LR & **0.889534** & 0.901737 & 0.837531 & 1.716877 & (2, 2.268336) & 40,927 \\ \cline{1-1}  & K-NN & **0.889534** & 0.901737 & 0.837531 & 1.716877 & (2, 2.268336) & 16,559 \\ \cline{1-1}  & NB & **0.889534** & 0.901737 & 0.837531 & 1.716877 & (2, 2.268336) & 3805 \\ \hline \multirow{8}{*}{Chronic Kidney Disease Data} & RF & **1.0** & 1.0 & 1.0 & **0.052083** & (5, 0.0) & 20,926 \\ \cline{1-1}  & SVM & **1.0** & 1.0 & 1.0 & 0.09375 & (9, 0.0) & 2718 \\ \cline{1-1}  &GBT & **1.0** & 1.0 & 1.0 & **0.052083** & (5, 0.0) & 14,586 \\ \cline{