Table 4.
Algo | c | g1(c) | g2(c) | PPV | NPV | F1 | Accu | J | KLin | KLout | TKL | Pin | Pout | IDin | IDout | TA |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
LR | 0.145 | 0.9 | 0.36 | 0.3007 | 0.9237 | 0.4511 | 0.4873 | 0.2631 | 0.1833 | 0.2508 | 0.4342 | 1.2012 | 1.2851 | 0.1675 | 0.2219 | 30 |
0.169 | 0.8 | 0.48 | 0.3217 | 0.8902 | 0.4596 | 0.5584 | 0.2878 | 0.1792 | 0.2086 | 0.3878 | 1.1963 | 1.2319 | 0.1641 | 0.1883 | 42 | |
0.193 | 0.75 | 0.57 | 0.3467 | 0.8821 | 0.4742 | 0.6117 | 0.3195 | 0.2106 | 0.2299 | 0.4405 | 1.2344 | 1.2585 | 0.1899 | 0.2054 | 49 | |
0.201 | 0.7 | 0.62 | 0.3556 | 0.8692 | 0.4706 | 0.6345 | 0.3115 | 0.1986 | 0.206 | 0.4046 | 1.2197 | 1.2288 | 0.1801 | 0.1862 | 54 | |
0.239 | 0.62 | 0.71 | 0.3904 | 0.8589 | 0.479 | 0.6853 | 0.3249 | 0.2255 | 0.2164 | 0.4419 | 1.253 | 1.2416 | 0.2019 | 0.1946 | 63 | |
Tout | 0.14 | 0.92 | 0.34 | 0.2982 | 0.9358 | 0.4509 | 0.4746 | 0.2617 | 0.1942 | 0.2829 | 0.4771 | 1.2144 | 1.3269 | 0.1765 | 0.2464 | 28 |
Tin | 0.381 | 0.36 | 0.92 | 0.569 | 0.8244 | 0.44 | 0.7868 | 0.2759 | 0.2965 | 0.2068 | 0.5033 | 1.3451 | 1.2298 | 0.2566 | 0.1868 | 85 |
Tin-out | 0.26 | 0.58 | 0.76 | 0.4274 | 0.8556 | 0.4907 | 0.7208 | 0.341 | 0.2661 | 0.2407 | 0.5069 | 1.3049 | 1.2722 | 0.2337 | 0.214 | 69 |
DTC | 0.113 | 0.64 | 0.52 | 0.1878 | 0.8934 | 0.2902 | 0.5406 | 0.1617 | 0.0528 | 0.0542 | 0.107 | 1.0542 | 1.0557 | 0.0515 | 0.0528 | 50 |
0.114 | 0.6 | 0.57 | 0.1934 | 0.892 | 0.2929 | 0.5711 | 0.1689 | 0.0575 | 0.058 | 0.1154 | 1.0591 | 1.0597 | 0.0558 | 0.0563 | 54 | |
Tout | 0.871 | 0.26 | 0.93 | 0.3947 | 0.8792 | 0.3125 | 0.8325 | 0.1902 | 0.1745 | 0.1217 | 0.2962 | 1.1906 | 1.1294 | 0.1601 | 0.1146 | 90 |
Tin | 0.871 | 0.26 | 0.93 | 0.3947 | 0.8792 | 0.3125 | 0.8325 | 0.1902 | 0.1745 | 0.1217 | 0.2962 | 1.1906 | 1.1294 | 0.1601 | 0.1146 | 90 |
Tin-out | 0.871 | 0.26 | 0.93 | 0.3947 | 0.8792 | 0.3125 | 0.8325 | 0.1902 | 0.1745 | 0.1217 | 0.2962 | 1.1906 | 1.1294 | 0.1601 | 0.1146 | 90 |
Bagging DTC | 0.244 | 0.9 | 0.21 | 0.164 | 0.9221 | 0.2773 | 0.3122 | 0.1079 | 0.041 | 0.0498 | 0.0909 | 1.0419 | 1.0511 | 0.0402 | 0.0486 | 20 |
0.306 | 0.81 | 0.32 | 0.1703 | 0.9068 | 0.2814 | 0.3909 | 0.1288 | 0.042 | 0.0471 | 0.089 | 1.0429 | 1.0482 | 0.0411 | 0.046 | 30 | |
0.349 | 0.76 | 0.45 | 0.1913 | 0.9146 | 0.3056 | 0.4924 | 0.205 | 0.0906 | 0.1001 | 0.1907 | 1.0949 | 1.1053 | 0.0866 | 0.0952 | 42 | |
0.37 | 0.71 | 0.51 | 0.1981 | 0.9091 | 0.3094 | 0.5355 | 0.2128 | 0.0932 | 0.0992 | 0.1925 | 1.0977 | 1.1043 | 0.089 | 0.0945 | 47 | |
0.468 | 0.6 | 0.76 | 0.307 | 0.9179 | 0.407 | 0.7411 | 0.3683 | 0.3083 | 0.2808 | 0.5891 | 1.3611 | 1.3242 | 0.2653 | 0.2449 | 71 | |
Tout | 0.468 | 0.6 | 0.76 | 0.307 | 0.9179 | 0.407 | 0.7411 | 0.3683 | 0.3083 | 0.2808 | 0.5891 | 1.3611 | 1.3242 | 0.2653 | 0.2449 | 71 |
Tin | 0.564 | 0.45 | 0.89 | 0.4194 | 0.9036 | 0.4333 | 0.8274 | 0.3411 | 0.376 | 0.2765 | 0.6525 | 1.4565 | 1.3184 | 0.3134 | 0.2415 | 84 |
Tin-out | 0.564 | 0.45 | 0.89 | 0.4194 | 0.9036 | 0.4333 | 0.8274 | 0.3411 | 0.376 | 0.2765 | 0.6525 | 1.4565 | 1.3184 | 0.3134 | 0.2415 | 84 |
RFC | 0.371 | 0.9 | 0.29 | 0.1793 | 0.9423 | 0.2989 | 0.3807 | 0.1882 | 0.104 | 0.1354 | 0.2394 | 1.1096 | 1.145 | 0.0988 | 0.1266 | 26 |
0.431 | 0.81 | 0.47 | 0.208 | 0.9345 | 0.331 | 0.5178 | 0.2776 | 0.1689 | 0.1979 | 0.3667 | 1.184 | 1.2188 | 0.1554 | 0.1795 | 43 | |
0.446 | 0.76 | 0.5 | 0.2085 | 0.9235 | 0.3271 | 0.5406 | 0.2616 | 0.1436 | 0.1591 | 0.3027 | 1.1544 | 1.1725 | 0.1337 | 0.1471 | 46 | |
0.466 | 0.71 | 0.56 | 0.2158 | 0.9167 | 0.3306 | 0.5787 | 0.2634 | 0.1417 | 0.1501 | 0.2918 | 1.1522 | 1.1619 | 0.1321 | 0.1394 | 52 | |
0.502 | 0.6 | 0.66 | 0.2365 | 0.9065 | 0.3398 | 0.6548 | 0.2671 | 0.1486 | 0.1452 | 0.2938 | 1.1602 | 1.1563 | 0.1381 | 0.1351 | 62 | |
Tout | 0.618 | 0.4 | 0.89 | 0.3833 | 0.8952 | 0.3898 | 0.8173 | 0.2864 | 0.2737 | 0.2046 | 0.4782 | 1.3148 | 1.227 | 0.2394 | 0.185 | 85 |
Tin | 0.729 | 0.17 | 0.99 | 0.6667 | 0.8734 | 0.274 | 0.8655 | 0.1575 | 0.2782 | 0.1352 | 0.4134 | 1.3207 | 1.1448 | 0.2428 | 0.1265 | 96 |
Tin-out | 0.618 | 0.4 | 0.89 | 0.3833 | 0.8952 | 0.3898 | 0.8173 | 0.2864 | 0.2737 | 0.2046 | 0.4782 | 1.3148 | 1.227 | 0.2394 | 0.185 | 85 |
Bagging HGBC | 0.173 | 0.9 | 0.24 | 0.1699 | 0.9318 | 0.2857 | 0.3401 | 0.1406 | 0.0641 | 0.0805 | 0.1447 | 1.0662 | 1.0838 | 0.0621 | 0.0774 | 22 |
0.226 | 0.81 | 0.37 | 0.1808 | 0.9179 | 0.2956 | 0.4315 | 0.1764 | 0.0742 | 0.0851 | 0.1593 | 1.0771 | 1.0888 | 0.0715 | 0.0816 | 34 | |
0.274 | 0.76 | 0.45 | 0.1921 | 0.9152 | 0.3066 | 0.4949 | 0.208 | 0.0931 | 0.1029 | 0.196 | 1.0976 | 1.1083 | 0.0889 | 0.0977 | 42 | |
0.308 | 0.74 | 0.5 | 0.2028 | 0.9176 | 0.3185 | 0.533 | 0.2384 | 0.1187 | 0.1296 | 0.2482 | 1.126 | 1.1383 | 0.1119 | 0.1215 | 46 | |
0.366 | 0.71 | 0.59 | 0.2303 | 0.9213 | 0.3475 | 0.6091 | 0.2992 | 0.1828 | 0.1922 | 0.375 | 1.2006 | 1.212 | 0.1671 | 0.1749 | 55 | |
Tout | 0.562 | 0.47 | 0.87 | 0.375 | 0.9037 | 0.4154 | 0.8071 | 0.3316 | 0.322 | 0.2512 | 0.5732 | 1.3799 | 1.2855 | 0.2753 | 0.2221 | 82 |
Tin | 0.562 | 0.47 | 0.87 | 0.375 | 0.9037 | 0.4154 | 0.8071 | 0.3316 | 0.322 | 0.2512 | 0.5732 | 1.3799 | 1.2855 | 0.2753 | 0.2221 | 82 |
Tin-out | 0.562 | 0.47 | 0.87 | 0.375 | 0.9037 | 0.4154 | 0.8071 | 0.3316 | 0.322 | 0.2512 | 0.5732 | 1.3799 | 1.2855 | 0.2753 | 0.2221 | 82 |