# Enhanced Label Noise Filtering with Multiple Voting
## 5 Experimental Work
### Extended Experimental Investigation
Sci._**2019**, \(9\), 5031  
\begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline  & & & & & \multicolumn{3}{c}{C\({}_{01}\):C\({}_{10}\) (10\% Noise Ratio)} \\ \hline  & 1:1 & 1:3 & 1:5 & 1:10 & 1:20 & 3:1 & 5:1 & 10:1 & 20:1 & Ave. \\ \hline CF & 23 & 37 & 50 & 82 & 148 & 57 & 91 & 175 & 344 & 112 \\ \hline CF\({}_{1}\) & 34 & 39 & 45 & 57 & 83 & 98 & 161 & 320 & 638 & 164 \\ \hline CF\({}_{MF}\) & 21 & 34 & 47 & 79 & 144 & 51 & 80 & 154 & 302 & 101 \\ \hline CF\({}_{CF}\) & 16 & 39 & 62 & 119 & 233 & 24 & 33 & 55 & 98 & 75 \\ \hline CF\({}_{ODP}\) & 26 & 35 & 41 & 56 & 83 & 51 & 69 & 106 & 185 & 72 \\ \hline MF & 36 & 42 & 48 & 63 & 93 & 101 & 166 & 330 & 656 & 170 \\ \hline MF\({}_{1}\) & 61 & 64 & 67 & 73 & 87 & 181 & 301 & 600 & 1199 & 293 \\ \hline MF\({}_{MF}\) & 31 & 36 & 41 & 55 & 81 & 87 & 143 & 283 & 563 & 147 \\ \hline MF\({}_{CF}\) & 21 & 32 & 44 & 73 & 131 & 51 & 81 & 156 & 306 & 99 \\ \hline MF\({}_{ODP}\) & 23 & 33 & 41 & 57 & 85 & 53 & 85 & 160 & 306 & 94 \\ \hline \multicolumn{10}{c}{C\({}_{01}\):C\({}_{10}\) (20\% Noise Ratio)} \\ \hline CF & 28 & 57 & 86 & 158 & 302 & 55 & 82 & 149 & 283 & 133 \\ \hline CF\({}_{1}\) & 40 & 51 & 62 & 91 & 147 & 107 & 175 & 345 & 683 & 189 \\ \hline CF\({}_{MF}\) & 28 & 60 & 92 & 172 & 332 & 53 & 78 & 139 & 263 & 135 \\ \hline CF\({}_{CF}\) & 30 & 85 & 141 & 280 & 558 &  
\begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline  & & & & \multicolumn{6}{c}{C\({}_{01}\):C\({}_{10}\) (10\% Noise Ratio)} \\ \hline  & 1:1 & 1:3 & 1:5 & 1:10 & 1:20 & 3:1 & 5:1 & 10:1 & 20:1 & Ave. \\ \hline CF & 17 & 32 & 47 & 86 & 162 & 35 & 53 & 99 & 190 & 80 \\ \hline CF\({}_{1}\) & 21 & 29 & 36 & 53 & 89 & 57 & 93 & 182 & 361 & 102 \\ \hline CF\({}_{MF}\) & 16 & 29 & 42 & 75 & 140 & 34 & 52 & 98 & 189 & 75 \\ \hline CF\({}_{CF}\) & 19 & 50 & 81 & 159 & 315 & 27 & 34 & 52 & 89 & 92 \\ \hline CF\({}_{ODP}\) & 17 & 27 & 35 & 52 & 88 & 37 & 55 & 89 & 154 & 62 \\ \hline MF & 22 & 28 & 34 & 49 & 79 & 61 & 100 & 196 & 390 & 107 \\ \hline MF\({}_{1}\) & 38 & 41 & 44 & 52 & 68 & 111 & 184 & 367 & 733 & 182 \\ \hline MF\({}_{MF}\) & 20 & 25 & 30 & 43 & 68 & 54 & 88 & 174 & 345 & 94 \\ \hline MF\({}_{CF}\) & 16 & 26 & 37 & 64 & 117 & 36 & 57 & 109 & 212 & 75 \\ \hline MF\({}_{ODP}\) & 16 & 25 & 31 & 43 & 67 & 36 & 57 & 109 & 212 & 66 \\ \hline \multicolumn{10}{c}{C\({}_{01}\):C\({}_{10}\) (20\% Noise Ratio)} \\ \hline CF & 26 & 64 & 102 & 197 & 387 & 41 & 56 & 93 & 168 & 126 \\ \hline CF\({}_{1}\) & 22 & 34 & 46 & 75 & 134 & 54 & 86 & 167 & 328 & 105 \\ \hline CF\({}_{MF}\) & 22 & 52 & 83 & 159 & 311 & 35 & 48 & 81 & 146 & 104 \\ \hline CF\({}_{CF}\) & 47 & 138 & 228 & 454 & 906 & 51 & 55 & 65 & 85 & 226 \\ \hline CF\({}_{ODP}\  
\begin{table}
\begin{tabular}{c c c c c c c c c c c} \hline \hline  & & & & \multicolumn{6}{c}{C\({}_{01}\):C\({}_{10}\) (10\% Noise Ratio)} \\ \hline  & 1:1 & 1:3 & 1:5 & 1:10 & 1:20 & 3:1 & 5:1 & 10:1 & 20:1 & Ave. \\ \hline CF & 23 & 40 & 58 & 102 & 189 & 50 & 78 & 148 & 287 & 108 \\ \hline CF\({}_{1}\) & 43 & 51 & 59 & 78 & 117 & 121 & 199 & 395 & 786 & 205 \\ \hline CF\({}_{MF}\) & 21 & 39 & 57 & 103 & 194 & 44 & 68 & 127 & 245 & 100 \\ \hline CF\({}_{CF}\) & 15 & 40 & 66 & 131 & 260 & 18 & 22 & 31 & 48 & 70 \\ \hline CF\({}_{ODP}\) & 23 & 42 & 57 & 79 & 118 & 30 & 38 & 53 & 64 & 56 \\ \hline MF & 41 & 49 & 56 & 74 & 111 & 117 & 192 & 380 & 757 & 197 \\ \hline MF\({}_{1}\) & 79 & 80 & 81 & 85 & 91 & 235 & 391 & 781 & 1561 & 376 \\ \hline MF\({}_{MF}\) & 38 & 46 & 54 & 73 & 112 & 107 & 176 & 348 & 693 & 183 \\ \hline MF\({}_{CF}\) & 19 & 38 & 56 & 102 & 194 & 39 & 59 & 108 & 207 & 91 \\ \hline MF\({}_{ODP}\) & 22 & 42 & 51 & 73 & 101 & 40 & 59 & 108 & 207 & 78 \\ \hline \multicolumn{10}{c}{C\({}_{01}\):C\({}_{10}\) (20\% Noise Ratio)} \\ \hline CF & 30 & 63 & 95 & 175 & 336 & 59 & 87 & 158 & 301 & 145 \\ \hline CF\({}_{1}\) & 52 & 65 & 79 & 113 & 181 & 142 & 232 & 457 & 907 & 247 \\ \hline CF\({}_{MF}\) & 29 & 66 & 102 & 193 & 375 & 51 & 73 & 128 & 238 & 140 \\ \hline CF\({}_{CF}\) & 26 & 77 & 128 & 256 & 512 & 28 & 29 & 32 & 39