## 5 Performance Analysis
\begin{table}
\begin{tabular}{c c c c c c} \hline \hline
**Dataset** & **Algorithm** & **SVM** & **Naive Bayes** & **KNN** & **Adaboost** \\ \hline \multirow{6}{*}{Colon} & FSFS & 81.45(0.85) & 73.39(3.16) & 74.84(1.56) & 76.29(3.57) \\  & LSFS & 71.62(2.04) & 51.29(1.83) & 73.55(1.56) & 60.97(4.35) \\  & MCFS & 79.52(1.09) & 67.96(3.41) & 78.06(1.13) & 77.10(2.72) \\  & DSFFC & 82.10(1.19) & 73.87(1.67) & 77.42(1.32) & 79.03(3.48) \\  & DFG-A-DFC & 86.90(1.44) & 61.42(1.57) & 81.90(1.57) & 56.42(1.81) \\  & None & 80.71(1.92) & 58.57(2.64) & 75.71(1.92) & 50.47(1.65) \\ \hline \multirow{6}{*}{Multiple Features} & FSFS & 97.91(0.11) & 95.51(0.16) & 94.49(0.21) & 96.54(0.29) \\  & LSFS & 97.74(0.11) & 94.32(0.2) & 93.02(0.2) & 96.15(0.20) \\  & MCFS & 98.13(0.13) & 95.59(0.13) & 95.58(0.13) & 97.06(0.19) \\ \cline{1-1}  & DSFFC & 98.35(0.13) & 94.43(0.12) & 95.61(0.12) & 96.22(0.17) \\ \cline{1-1}  & DFG-A-DFC & 98.60(0.07) & 96.00(0.12) & 96.24(0.14) & 95.55(0.13) \\ \cline{1-1}  & None & 98.45(0.07) & 95.49(0.16) & 96.10(0.11) & 96.10(0.09) \\ \hline \multirow{6}{*}{Isolet} & FSFS & 88.17(0.23) & 65.82(0.21) & 71.42(0.25) & 65.78(0.19) \\  & LSFS & 92.95(0.11) & 75.49(0.27) & 82.6(0.19) & 75.53(0.31) \\ \cline{1-1}  & MCFS & 95.75(0.12) & 82.09(0.33) & 87.99(0.13) & 81.99(0.21) \\ \cline{1-1}  & DSFFC & 95.26(0.08) & 83.61(0.22) & 86.19(0.14) & 84.82(0.38) \\ \cline{1-1}  & DFG-A-DFC & 97.06(0.05) & 79.99(0.13) & 88.40(0.12) & 80.33(0.13) \\ \cline{1-1}  & None & 97.38(0.06) & 81.45(0.13) & 88.69(0.10) & 81.29(0.18) \\ \hline \multirow{6}{*}{Spambase} & FSFS & 78.95(0.11) & 66.68(0.10) & 80.81(0.18) & 66.85(0.15) \\  & LSFS & 83.84(0.16) & 69.26(0.11) & 82.68(0.16) & 69.28(0.22) \\ \cline{1-1}  & MCFS & 80(0.09) & 65.27(0.09) & 82.27(0.14) & 65.24(0.12) \\ \cline{1-1}  & DSFFC & 86.69(0.07) & 75.63(0.12) & 84.31(0.11) & 75.71(0.15) \\ \cline{1-1}  & DFG-A-DFC & 93.65(0.06) & 80.06(0.13) & 86.22(0.12) & 82.67(0.244) \\ \cline{1-1}  & None & 93.63(0.11) & 81.65(0.19) & 85.95(0.15) & 83.50(0.25) \\ \hline \multirow{6}{*}{Ionosphere} & FSFS & 91.77(0.49) & 73.73(0.61) & 75.41(0.64) & 85.93(1.36) \\ \cline{1-1}  & LSFS & 91.37(0.43) & 76.84(0.71) & 84.67(0.6) & 88.83(1.18) \\ \cline{1-1}  & MCFS & 94.22(0.7) & 87.89(0.73) & 82.11(0.6) & 90.46(0.91) \\ \cline{1-1}  & DSFFC & 94.07(0.29) & 89.06(0.57) & 82.54(0.72) & 90.85(0.81) \\ \cline{1-1}  & DFG-A-DFC & 95.73(0.36) & 89.47(0.60) & 84.02(0.99) & 90.31(0.38) \\ \cline{1-1}  & None & 94.02(0.19) & 88.88(0.50) & 84.61(0.62) & 92.03(0.45) \\ \hline \multirow{6}{*}{WDBC} & FSFS & 94.41(0.18) & 91.11(0.22) & 93.22(0.43) & 94.22(0.63) \\ \cline{1-1}  & LSFS & 96.87(0.2) & 93.71(0.16) & 95.87(0.21) & 95.85(0.50) \\ \cline{1-1}  & MCFS & 96.68(0.24) & 93.39(0.24) & 96.22(0.24) & 95.11(0.44) \\ \cline{1-1}  & DSFFC & 96.82(0.15) & 94.34(0.16) & 95.73(0.17) & 96.22(0.31) \\ \cline{1-1}  & DFG-A-DFC & 97.77(0.01) & 91.73(0.43) & 95.95(0.02) & 95.78(0.27) \\ \cline{1-1
\begin{table}
\begin{tabular}{c c c c c c} \hline \hline
**Dataset** & **Algorithm** & **SVM** & **Naive Bayes** & **KNN** & **Adaboost** \\ \hline \multirow{6}{*}{Colon} & FSFS & 0.585(0.02) & 0.439(0.07) & 0.439(0.044) & 0.465(0.092) \\  & LSFS & 0.336(0.061) & 0.16(0.042) & 0.406(0.052) & 0.232(0.088) \\  & MCFS & 0.54(0.026) & 0.347(0.076) & 0.528(0.025) & 0.495(0.056) \\  & DSFFC & 0.600(0.028) & 0.461(0.039) & 0.512(0.037) & 0.537(0.084) \\  & DFG-A-DFC & 0.639(0.034) & 0.202(0.036) & 0.559(0.040) & 0.242(0.033) \\  & None & 0.399(0.394) & 0.257(0.051) & 0.434(0.038) & 0.170(0.034) \\ \hline \multirow{6}{*}{Spambase} & FSFS & 0.554(0.002) & 0.456(0.002) & 0.613(0.004) & 0.459(0.003) \\  & LSFS & 0.659(0.004) & 0.497(0.002) & 0.633(0.003) & 0.497(0.004) \\ \cline{1-1}  & MCFS & 0.586(0.002) & 0.451(0.002) & 0.624(0.003) & 0.449(0.002) \\ \cline{1-1}  & DSFFC & 0.719(0.002) & 0.585(0.002) & 0.668(0.002) & 0.586(0.002) \\ \cline{1-1}  & DFG-A-DFC & 0.866(0.012) & 0.643(0.022) & 0.709(0.027) & 0.675(0.036) \\ \cline{1-1}  & None & 0.865(0.023) & 0.668(0.035) & 0.703(0.031) & 0.688(0.045) \\ \hline \multirow{6}{*}{Ionosphere} & FSFS & 0.823(0.011) & 0.435(0.013) & 0.462(0.016) & 0.689(0.030) \\  & LSFS & 0.814(0.01) & 0.521(0.01) & 0.669(0.013) & 0.755(0.026) \\ \cline{1-1}  & MCFS & 0.874(0.015) & 0.746(0.013) & 0.615(0.