=== Classifier model (full training set) === Naive Bayes Classifier Class Attribute primary_prostate_tumor normal (0.5) (0.5) ============================================================================ 1000_at mean 6.2099 6.2171 std. dev. 0.1674 0.1603 weight sum 62 62 precision 0.0095 0.0095 1001_at mean 3.6794 3.6048 std. dev. 0.2431 0.2109 weight sum 62 62 precision 0.0145 0.0145 1002_f_at mean 3.3444 3.3081 std. dev. 0.143 0.1491 weight sum 62 62 precision 0.0068 0.0068 1003_s_at mean 5.4706 5.4053 std. dev. 0.1596 0.1388 weight sum 62 62 precision 0.0087 0.0087 1004_at mean 5.2567 5.2031 std. dev. 0.1925 0.1752 weight sum 62 62 precision 0.0113 0.0113 1005_at mean 8.8231 9.2334 std. dev. 1.1214 0.629 weight sum 62 62 precision 0.0385 0.0385 1006_at mean 3.5161 3.443 std. dev. 0.1996 0.1809 weight sum 62 62 precision 0.0086 0.0086 1007_s_at mean 7.918 7.8725 std. dev. 0.3245 0.3735 weight sum 62 62 precision 0.0187 0.0187 1008_f_at mean 8.6288 8.5437 std. dev. 0.5325 0.3929 weight sum 62 62 precision 0.0238 0.0238 1009_at mean 7.8526 7.8671 std. dev. 0.6596 0.3501 weight sum 62 62 precision 0.0282 0.0282 100_g_at mean 7.0614 6.9791 std. dev. 0.1544 0.1501 weight sum 62 62 precision 0.0071 0.0071 1010_at mean 5.3192 5.2379 std. dev. 0.2027 0.1496 weight sum 62 62 precision 0.0101 0.0101 1011_s_at mean 5.5107 5.5316 std. dev. 0.6279 0.5312 weight sum 62 62 precision 0.0283 0.0283 1012_at mean 2.7871 2.8294 std. dev. 0.1741 0.1832 weight sum 62 62 precision 0.0087 0.0087 1013_at mean 2.7311 2.7283 std. dev. 0.1723 0.2332 weight sum 62 62 precision 0.009 0.009 1014_at mean 6.1902 6.106 std. dev. 0.1522 0.1593 weight sum 62 62 precision 0.008 0.008 1015_s_at mean 4.9432 4.9056 std. dev. 0.1529 0.1518 weight sum 62 62 precision 0.0057 0.0057 1016_s_at mean 3.2141 3.2653 std. dev. 0.1654 0.2124 weight sum 62 62 precision 0.0097 0.0097 1017_at mean 3.4359 3.328 std. dev. 0.2895 0.2331 weight sum 62 62 precision 0.0127 0.0127 1018_at mean 5.4939 5.4121 std. dev. 0.2013 0.1582 weight sum 62 62 precision 0.0097 0.0097 1019_g_at mean 6.313 6.2454 std. dev. 0.1982 0.1943 weight sum 62 62 precision 0.01 0.01 101_at mean 5.4733 5.5064 std. dev. 0.2494 0.2984 weight sum 62 62 precision 0.0157 0.0157 1020_s_at mean 7.4379 7.4177 std. dev. 0.4759 0.4495 weight sum 62 62 precision 0.0241 0.0241 1021_at mean 3.9743 3.9176 std. dev. 0.1909 0.1234 weight sum 62 62 precision 0.0085 0.0085 1022_f_at mean 3.0972 2.9774 std. dev. 0.2008 0.1475 weight sum 62 62 precision 0.0078 0.0078 1023_at mean 5.9649 5.9095 std. dev. 0.1743 0.1515 weight sum 62 62 precision 0.0085 0.0085 1024_at mean 5.6022 5.5358 std. dev. 0.1532 0.1332 weight sum 62 62 precision 0.0069 0.0069 1025_g_at mean 4.1042 4.0623 std. dev. 0.1883 0.1626 weight sum 62 62 precision 0.0075 0.0075 1026_s_at mean 6.5973 6.5252 std. dev. 0.2143 0.1452 weight sum 62 62 precision 0.0114 0.0114 1027_at mean 4.6684 4.6242 std. dev. 0.2273 0.1564 weight sum 62 62 precision 0.0124 0.0124 1028_at mean 4.4079 4.3311 std. dev. 0.2914 0.1762 weight sum 62 62 precision 0.0177 0.0177 1029_s_at mean 3.2251 3.1257 std. dev. 0.2384 0.1638 weight sum 62 62 precision 0.0109 0.0109 102_at mean 2.7437 2.7199 std. dev. 0.1608 0.1539 weight sum 62 62 precision 0.0072 0.0072 1030_s_at mean 6.6962 6.6104 std. dev. 0.2702 0.2556 weight sum 62 62 precision 0.0118 0.0118 1031_at mean 3.2427 3.2508 std. dev. 0.2265 0.1772 weight sum 62 62 precision 0.0092 0.0092 1032_at mean 6.5492 6.4595 std. dev. 0.2307 0.2242 weight sum 62 62 precision 0.0108 0.0108 1033_g_at mean 5.4527 5.3969 std. dev. 0.2195 0.1596 weight sum 62 62 precision 0.0118 0.0118 1034_at mean 6.4494 6.6856 std. dev. 0.3164 0.3699 weight sum 62 62 precision 0.0139 0.0139 1035_g_at mean 6.9776 7.1834 std. dev. 0.3104 0.3717 weight sum 62 62 precision 0.0134 0.0134 1036_at mean 2.6643 2.6975 std. dev. 0.2427 0.2091 weight sum 62 62 precision 0.0109 0.0109 1037_at mean 3.0065 2.9606 std. dev. 0.2343 0.1946 weight sum 62 62 precision 0.0104 0.0104 1038_s_at mean 5.8198 5.9373 std. dev. 0.5217 0.3832 weight sum 62 62 precision 0.0262 0.0262 1039_s_at mean 4.0376 4.0957 std. dev. 0.2749 0.3577 weight sum 62 62 precision 0.0196 0.0196 103_at mean 5.6894 5.5179 std. dev. 0.5062 0.4308 weight sum 62 62 precision 0.0196 0.0196 1040_s_at mean 4.1216 4.0452 std. dev. 0.1762 0.1357 weight sum 62 62 precision 0.0077 0.0077 1041_at mean 4.3808 4.2711 std. dev. 0.2139 0.2082 weight sum 62 62 precision 0.0111 0.0111 1042_at mean 3.9528 4.4696 std. dev. 0.9373 1.0824 weight sum 62 62 precision 0.0348 0.0348 1043_s_at mean 3.0285 2.9959 std. dev. 0.1201 0.1571 weight sum 62 62 precision 0.0072 0.0072 1044_s_at mean 4.325 4.0765 std. dev. 0.3197 0.2252 weight sum 62 62 precision 0.0141 0.0141 1045_s_at mean 3.0154 2.9999 std. dev. 0.2571 0.2621 weight sum 62 62 precision 0.0098 0.0098 1046_at mean 3.4413 3.52 std. dev. 0.2258 0.1755 weight sum 62 62 precision 0.0105 0.0105 1047_s_at mean 5.5634 5.5307 std. dev. 0.1897 0.1612 weight sum 62 62 precision 0.0078 0.0078 1048_at mean 3.7406 3.7126 std. dev. 0.2096 0.2227 weight sum 62 62 precision 0.0113 0.0113 1049_g_at mean 5.8504 5.8317 std. dev. 0.1847 0.174 weight sum 62 62 precision 0.0072 0.0072 104_at mean 4.0294 3.9415 std. dev. 0.257 0.19 weight sum 62 62 precision 0.0142 0.0142 1050_at mean 2.4989 2.5055 std. dev. 0.1467 0.1727 weight sum 62 62 precision 0.0083 0.0083 1051_g_at mean 3.8196 3.7672 std. dev. 0.1678 0.1551 weight sum 62 62 precision 0.0079 0.0079 1052_s_at mean 7.4053 7.8495 std. dev. 0.8778 0.7464 weight sum 62 62 precision 0.0415 0.0415 1053_at mean 3.7479 3.7063 std. dev. 0.172 0.1689 weight sum 62 62 precision 0.0079 0.0079 1054_at mean 2.778 2.7633 std. dev. 0.1705 0.1382 weight sum 62 62 precision 0.0083 0.0083 1055_g_at mean 3.2079 3.161 std. dev. 0.2894 0.2118 weight sum 62 62 precision 0.0163 0.0163 1056_s_at mean 3.1637 3.1641 std. dev. 0.1736 0.1743 weight sum 62 62 precision 0.0082 0.0082 1057_at mean 5.307 5.3557 std. dev. 0.3732 0.4144 weight sum 62 62 precision 0.0163 0.0163 1058_at mean 4.9363 4.9481 std. dev. 0.2384 0.2154 weight sum 62 62 precision 0.0093 0.0093 1059_at mean 2.7424 2.7204 std. dev. 0.1997 0.2238 weight sum 62 62 precision 0.0114 0.0114 105_at mean 3.0313 2.9923 std. dev. 0.188 0.1555 weight sum 62 62 precision 0.0095 0.0095 1060_g_at mean 5.1331 5.0311 std. dev. 0.2399 0.1636 weight sum 62 62 precision 0.0128 0.0128 1061_at mean 5.3628 5.3248 std. dev. 0.2516 0.2383 weight sum 62 62 precision 0.0153 0.0153 1062_g_at mean 4.1007 4.0756 std. dev. 0.3239 0.3708 weight sum 62 62 precision 0.0203 0.0203 1063_s_at mean 5.8039 5.7939 std. dev. 0.1433 0.1353 weight sum 62 62 precision 0.0066 0.0066 1064_at mean 4.2109 4.1994 std. dev. 0.3974 0.3509 weight sum 62 62 precision 0.0175 0.0175 1065_at mean 3.8658 3.7813 std. dev. 0.1712 0.1471 weight sum 62 62 precision 0.01 0.01 1066_at mean 3.9957 3.9882 std. dev. 0.1531 0.1861 weight sum 62 62 precision 0.0074 0.0074 1067_at mean 3.7932 3.8129 std. dev. 0.1341 0.162 weight sum 62 62 precision 0.0066 0.0066 1068_g_at mean 6.9904 6.9913 std. dev. 0.1506 0.1787 weight sum 62 62 precision 0.0078 0.0078 1069_at mean 4.8504 5.2496 std. dev. 0.6536 0.5844 weight sum 62 62 precision 0.0254 0.0254 106_at mean 4.7392 4.691 std. dev. 0.2285 0.2095 weight sum 62 62 precision 0.0103 0.0103 1070_at mean 3.7664 3.7719 std. dev. 0.1528 0.1659 weight sum 62 62 precision 0.0083 0.0083 1071_at mean 6.4479 6.3631 std. dev. 0.2532 0.2637 weight sum 62 62 precision 0.0146 0.0146 1072_g_at mean 7.1071 6.9424 std. dev. 0.3234 0.2711 weight sum 62 62 precision 0.0149 0.0149 1073_at mean 7.2554 7.3422 std. dev. 0.4026 0.2784 weight sum 62 62 precision 0.019 0.019 1074_at mean 4.6924 4.9285 std. dev. 0.4744 0.3653 weight sum 62 62 precision 0.0195 0.0195 1075_f_at mean 3.007 2.9655 std. dev. 0.1558 0.1273 weight sum 62 62 precision 0.0072 0.0072 1076_at mean 2.5655 2.5444 std. dev. 0.1622 0.1586 weight sum 62 62 precision 0.0065 0.0065 1077_at mean 2.8016 2.7805 std. dev. 0.1617 0.1598 weight sum 62 62 precision 0.0068 0.0068 1078_at mean 2.9739 2.8829 std. dev. 0.1624 0.1222 weight sum 62 62 precision 0.0061 0.0061 1079_g_at mean 4.1758 4.1443 std. dev. 0.1521 0.1624 weight sum 62 62 precision 0.0085 0.0085 107_at mean 4.5521 4.4605 std. dev. 0.207 0.1597 weight sum 62 62 precision 0.0095 0.0095 1080_s_at mean 3.3787 3.3146 std. dev. 0.1973 0.1394 weight sum 62 62 precision 0.0075 0.0075 1081_at mean 7.7298 7.7849 std. dev. 0.9203 0.7176 weight sum 62 62 precision 0.036 0.036 1082_at mean 3.8242 3.7463 std. dev. 0.1815 0.1497 weight sum 62 62 precision 0.0104 0.0104 1083_s_at mean 5.6771 5.5874 std. dev. 0.2265 0.1834 weight sum 62 62 precision 0.0118 0.0118 1084_at mean 3.9047 3.8879 std. dev. 0.1712 0.1663 weight sum 62 62 precision 0.0103 0.0103 1085_s_at mean 6.0726 6.0535 std. dev. 0.2039 0.1468 weight sum 62 62 precision 0.0077 0.0077 1086_at mean 4.0683 3.973 std. dev. 0.2291 0.1965 weight sum 62 62 precision 0.0108 0.0108 1087_at mean 4.7377 4.6944 std. dev. 0.2483 0.1839 weight sum 62 62 precision 0.0117 0.0117 1088_at mean 2.6963 2.7199 std. dev. 0.1978 0.1923 weight sum 62 62 precision 0.0098 0.0098 1089_i_at mean 4.8709 4.7841 std. dev. 0.3372 0.187 weight sum 62 62 precision 0.0191 0.0191 108_g_at mean 6.6744 6.5909 std. dev. 0.2115 0.1387 weight sum 62 62 precision 0.012 0.012 1090_f_at mean 3.0252 3.0038 std. dev. 0.1516 0.1244 weight sum 62 62 precision 0.0061 0.0061 1091_at mean 7.3226 7.2518 std. dev. 0.1513 0.1296 weight sum 62 62 precision 0.0071 0.0071 1092_at mean 7.7529 7.7163 std. dev. 0.1119 0.1513 weight sum 62 62 precision 0.0088 0.0088 1093_at mean 2.7369 2.7181 std. dev. 0.1496 0.1859 weight sum 62 62 precision 0.0077 0.0077 1094_g_at mean 4.8029 4.708 std. dev. 0.1911 0.1932 weight sum 62 62 precision 0.0082 0.0082 1095_s_at mean 2.3748 2.348 std. dev. 0.1108 0.1421 weight sum 62 62 precision 0.0072 0.0072 1096_g_at mean 5.6789 5.6007 std. dev. 0.2243 0.1554 weight sum 62 62 precision 0.0108 0.0108 1097_s_at mean 4.8867 4.792 std. dev. 0.2707 0.2937 weight sum 62 62 precision 0.0151 0.0151 1098_at mean 2.6919 2.6862 std. dev. 0.1439 0.1215 weight sum 62 62 precision 0.0067 0.0067 1099_s_at mean 4.4765 4.4795 std. dev. 0.587 0.4436 weight sum 62 62 precision 0.0262 0.0262 109_at mean 6.1396 6.1436 std. dev. 0.1767 0.1491 weight sum 62 62 precision 0.0079 0.0079 1100_at mean 6.3381 6.2086 std. dev. 0.3629 0.3672 weight sum 62 62 precision 0.0227 0.0227 1101_at mean 4.589 4.6463 std. dev. 0.1273 0.1316 weight sum 62 62 precision 0.0054 0.0054 1102_s_at mean 3.9258 4.0945 std. dev. 0.2136 0.3093 weight sum 62 62 precision 0.011 0.011 1103_at mean 5.1449 5.3113 std. dev. 0.4501 0.499 weight sum 62 62 precision 0.0221 0.0221 1104_s_at mean 7.7837 7.9494 std. dev. 0.6578 0.7597 weight sum 62 62 precision 0.0435 0.0435 1105_s_at mean 7.3218 7.3014 std. dev. 0.3475 0.4298 weight sum 62 62 precision 0.0201 0.0201 1106_s_at mean 6.2826 6.2708 std. dev. 0.3962 0.3984 weight sum 62 62 precision 0.0209 0.0209 1107_s_at mean 6.6372 6.5995 std. dev. 0.518 0.4207 weight sum 62 62 precision 0.0224 0.0224 1108_s_at mean 5.2122 5.0947 std. dev. 0.2556 0.2487 weight sum 62 62 precision 0.0158 0.0158 1109_s_at mean 5.3635 5.2741 std. dev. 0.253 0.2107 weight sum 62 62 precision 0.0143 0.0143 110_at mean 6.7218 6.671 std. dev. 0.1656 0.1362 weight sum 62 62 precision 0.0075 0.0075 1110_at mean 3.973 3.941 std. dev. 0.167 0.1311 weight sum 62 62 precision 0.0059 0.0059 1111_at mean 3.5367 3.4679 std. dev. 0.163 0.1339 weight sum 62 62 precision 0.0085 0.0085 1112_g_at mean 5.138 5.1013 std. dev. 0.2375 0.1747 weight sum 62 62 precision 0.0122 0.0122 1113_at mean 2.9557 2.9256 std. dev. 0.2165 0.1705 weight sum 62 62 precision 0.0075 0.0075 1114_at mean 5.4624 5.4636 std. dev. 0.2237 0.2293 weight sum 62 62 precision 0.0087 0.0087 1115_at mean 3.2487 3.2118 std. dev. 0.1598 0.2291 weight sum 62 62 precision 0.0127 0.0127 1116_at mean 5.2692 5.1845 std. dev. 0.2592 0.2055 weight sum 62 62 precision 0.0136 0.0136 1117_at mean 4.698 4.6686 std. dev. 0.1562 0.1237 weight sum 62 62 precision 0.0076 0.0076 1118_at mean 4.3049 4.3051 std. dev. 0.1793 0.2147 weight sum 62 62 precision 0.0135 0.0135 1119_at mean 5.1833 5.2154 std. dev. 0.2939 0.2945 weight sum 62 62 precision 0.0129 0.0129 111_at mean 5.571 5.509 std. dev. 0.2055 0.1777 weight sum 62 62 precision 0.0122 0.0122 1120_at mean 5.0597 5.1428 std. dev. 0.2555 0.2898 weight sum 62 62 precision 0.012 0.012 1121_g_at mean 5.02 5.1307 std. dev. 0.2706 0.2712 weight sum 62 62 precision 0.0151 0.0151 1122_f_at mean 7.1979 7.1388 std. dev. 0.1521 0.1475 weight sum 62 62 precision 0.0091 0.0091 1123_at mean 5.4231 5.3962 std. dev. 0.163 0.143 weight sum 62 62 precision 0.0072 0.0072 1124_at mean 5.7677 5.8144 std. dev. 0.1877 0.1915 weight sum 62 62 precision 0.0083 0.0083 1125_s_at mean 4.1408 4.2153 std. dev. 0.2383 0.2657 weight sum 62 62 precision 0.0089 0.0089 1126_s_at mean 4.5385 4.891 std. dev. 0.4996 0.4237 weight sum 62 62 precision 0.02 0.02 1127_at mean 7.4384 7.3278 std. dev. 0.1715 0.1661 weight sum 62 62 precision 0.0073 0.0073 1128_s_at mean 5.0363 4.9878 std. dev. 0.1463 0.114 weight sum 62 62 precision 0.0062 0.0062 1129_at mean 4.7176 4.6422 std. dev. 0.2299 0.1506 weight sum 62 62 precision 0.0134 0.0134 112_g_at mean 2.9962 2.9534 std. dev. 0.1562 0.1711 weight sum 62 62 precision 0.0069 0.0069 1130_at mean 5.7524 5.7445 std. dev. 0.205 0.1765 weight sum 62 62 precision 0.0096 0.0096 1131_at mean 7.0893 6.9579 std. dev. 0.2412 0.2261 weight sum 62 62 precision 0.0126 0.0126 1132_s_at mean 5.6007 5.5213 std. dev. 0.1914 0.147 weight sum 62 62 precision 0.0088 0.0088 1133_at mean 3.5141 3.5197 std. dev. 0.1703 0.1625 weight sum 62 62 precision 0.0091 0.0091 1134_at mean 6.9651 6.8705 std. dev. 0.2326 0.1758 weight sum 62 62 precision 0.0175 0.0175 1135_at mean 5.3083 5.4019 std. dev. 0.1833 0.2028 weight sum 62 62 precision 0.0076 0.0076 1136_at mean 5.2168 5.0844 std. dev. 0.1822 0.1399 weight sum 62 62 precision 0.0083 0.0083 1137_at mean 4.0294 4.2157 std. dev. 0.2071 0.2439 weight sum 62 62 precision 0.011 0.011 1138_at mean 5.5631 5.5854 std. dev. 0.1799 0.1577 weight sum 62 62 precision 0.0072 0.0072 1139_at mean 3.32 3.3238 std. dev. 0.1703 0.1883 weight sum 62 62 precision 0.0081 0.0081 113_i_at mean 4.0172 3.9142 std. dev. 0.2945 0.2409 weight sum 62 62 precision 0.0157 0.0157 1140_at mean 3.631 3.6602 std. dev. 0.1926 0.2082 weight sum 62 62 precision 0.0102 0.0102 1141_at mean 4.773 4.6524 std. dev. 0.2424 0.1982 weight sum 62 62 precision 0.0154 0.0154 1142_at mean 5.1009 5.0435 std. dev. 0.1654 0.1893 weight sum 62 62 precision 0.0114 0.0114 1143_s_at mean 4.3895 4.5713 std. dev. 0.3311 0.3291 weight sum 62 62 precision 0.0129 0.0129 1144_at mean 3.2174 3.1683 std. dev. 0.1353 0.1365 weight sum 62 62 precision 0.0057 0.0057 1145_g_at mean 4.952 5.0052 std. dev. 0.314 0.3342 weight sum 62 62 precision 0.018 0.018 1146_at mean 4.4817 4.4237 std. dev. 0.1914 0.1644 weight sum 62 62 precision 0.0073 0.0073 1147_at mean 4.004 4.1668 std. dev. 0.3648 0.4201 weight sum 62 62 precision 0.0177 0.0177 1148_s_at mean 3.3017 3.2315 std. dev. 0.1831 0.1621 weight sum 62 62 precision 0.0067 0.0067 1149_at mean 3.5535 3.5135 std. dev. 0.2648 0.2158 weight sum 62 62 precision 0.0141 0.0141 114_r_at mean 4.8947 4.7194 std. dev. 0.4444 0.4345 weight sum 62 62 precision 0.0221 0.0221 1150_at mean 2.9762 2.9339 std. dev. 0.1615 0.1626 weight sum 62 62 precision 0.0074 0.0074 1151_at mean 7.8035 7.8243 std. dev. 0.3416 0.2491 weight sum 62 62 precision 0.0164 0.0164 1152_i_at mean 3.4564 3.445 std. dev. 0.3721 0.3205 weight sum 62 62 precision 0.0164 0.0164 1153_f_at mean 7.606 7.5159 std. dev. 0.1646 0.1606 weight sum 62 62 precision 0.0091 0.0091 1154_at mean 5.5666 5.5963 std. dev. 0.2265 0.1672 weight sum 62 62 precision 0.0116 0.0116 1155_at mean 5.9335 5.8381 std. dev. 0.1952 0.1188 weight sum 62 62 precision 0.0074 0.0074 1156_at mean 4.2066 4.1471 std. dev. 0.1638 0.1827 weight sum 62 62 precision 0.0087 0.0087 1157_s_at mean 3.3287 3.2703 std. dev. 0.2044 0.2112 weight sum 62 62 precision 0.0083 0.0083 1158_s_at mean 7.3189 7.3866 std. dev. 0.2274 0.2701 weight sum 62 62 precision 0.0127 0.0127 1159_at mean 2.5198 2.544 std. dev. 0.1818 0.2275 weight sum 62 62 precision 0.0096 0.0096 115_at mean 5.1149 5.2956 std. dev. 0.31 0.4878 weight sum 62 62 precision 0.0232 0.0232 1160_at mean 6.9423 6.8272 std. dev. 0.3181 0.2691 weight sum 62 62 precision 0.0185 0.0185 1161_at mean 9.4123 9.5499 std. dev. 0.5575 0.3421 weight sum 62 62 precision 0.0251 0.0251 1162_g_at mean 5.2338 5.2868 std. dev. 0.3551 0.3867 weight sum 62 62 precision 0.019 0.019 1163_at mean 3.5603 3.5852 std. dev. 0.1841 0.1815 weight sum 62 62 precision 0.0076 0.0076 1164_at mean 3.1429 3.1491 std. dev. 0.1879 0.1651 weight sum 62 62 precision 0.0077 0.0077 1165_at mean 2.5356 2.522 std. dev. 0.1648 0.1378 weight 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4.4625 std. dev. 0.4102 0.2541 weight sum 62 62 precision 0.0199 0.0199 995_g_at mean 4.2189 4.1573 std. dev. 0.6679 0.35 weight sum 62 62 precision 0.0275 0.0275 996_at mean 2.9285 2.9381 std. dev. 0.1244 0.1449 weight sum 62 62 precision 0.0058 0.0058 998_s_at mean 3.9569 3.9167 std. dev. 0.1943 0.1608 weight sum 62 62 precision 0.0087 0.0087 999_at mean 6.6989 6.9505 std. dev. 0.4331 0.4041 weight sum 62 62 precision 0.016 0.016 AFFX-BioB-3_at mean 7.4454 7.2253 std. dev. 0.8819 0.8888 weight sum 62 62 precision 0.0387 0.0387 AFFX-BioB-3_st mean 5.7141 5.6257 std. dev. 0.4456 0.4568 weight sum 62 62 precision 0.0206 0.0206 AFFX-BioB-5_at mean 7.9256 7.6556 std. dev. 0.8416 0.8623 weight sum 62 62 precision 0.0396 0.0396 AFFX-BioB-5_st mean 5.0714 5.0088 std. dev. 0.4459 0.4784 weight sum 62 62 precision 0.0232 0.0232 AFFX-BioB-M_at mean 8.4197 8.1421 std. dev. 0.8708 0.8314 weight sum 62 62 precision 0.0359 0.0359 AFFX-BioB-M_st mean 4.7709 4.6379 std. dev. 0.6057 0.561 weight sum 62 62 precision 0.0283 0.0283 AFFX-BioC-3_at mean 8.2213 8.1491 std. dev. 0.588 0.6183 weight sum 62 62 precision 0.03 0.03 AFFX-BioC-3_st mean 4.4304 4.3396 std. dev. 0.3882 0.3733 weight sum 62 62 precision 0.0238 0.0238 AFFX-BioC-5_at mean 8.8346 8.7299 std. dev. 0.5614 0.5865 weight sum 62 62 precision 0.0274 0.0274 AFFX-BioC-5_st mean 5.2147 5.1653 std. dev. 0.3042 0.3136 weight sum 62 62 precision 0.0173 0.0173 AFFX-BioDn-3_at mean 11.0839 11.0231 std. dev. 0.4732 0.5219 weight sum 62 62 precision 0.0255 0.0255 AFFX-BioDn-3_st mean 6.3744 6.2822 std. dev. 0.3549 0.3191 weight sum 62 62 precision 0.0157 0.0157 AFFX-BioDn-5_at mean 8.4967 8.4195 std. dev. 0.6163 0.7019 weight sum 62 62 precision 0.0337 0.0337 AFFX-BioDn-5_st mean 5.6974 5.6354 std. dev. 0.2902 0.3444 weight sum 62 62 precision 0.0157 0.0157 AFFX-CreX-3_at mean 12.1081 12.0879 std. dev. 0.4335 0.4724 weight sum 62 62 precision 0.0232 0.0232 AFFX-CreX-3_st mean 6.4873 6.412 std. dev. 0.5406 0.4904 weight sum 62 62 precision 0.0221 0.0221 AFFX-CreX-5_at mean 11.807 11.7415 std. dev. 0.4882 0.5386 weight sum 62 62 precision 0.0264 0.0264 AFFX-CreX-5_st mean 4.97 4.904 std. dev. 0.5226 0.4641 weight sum 62 62 precision 0.0196 0.0196 AFFX-DapX-3_at mean 3.0986 3.035 std. dev. 0.3071 0.2255 weight sum 62 62 precision 0.0159 0.0159 AFFX-DapX-5_at mean 3.0759 3.0494 std. dev. 0.3726 0.4035 weight sum 62 62 precision 0.0246 0.0246 AFFX-DapX-M_at mean 2.9732 2.9324 std. dev. 0.3316 0.3326 weight sum 62 62 precision 0.0201 0.0201 AFFX-HSAC07/X00351_3_at mean 10.9404 11.2717 std. dev. 0.4228 0.3209 weight sum 62 62 precision 0.0198 0.0198 AFFX-HSAC07/X00351_3_st mean 7.2635 7.3168 std. dev. 0.4787 0.4872 weight sum 62 62 precision 0.022 0.022 AFFX-HSAC07/X00351_5_at mean 9.6127 10.2067 std. dev. 0.9469 0.7962 weight sum 62 62 precision 0.0419 0.0419 AFFX-HSAC07/X00351_5_st mean 4.702 4.7179 std. dev. 0.175 0.1998 weight sum 62 62 precision 0.0093 0.0093 AFFX-HSAC07/X00351_M_at mean 10.9729 11.5484 std. dev. 0.8277 0.4414 weight sum 62 62 precision 0.0417 0.0417 AFFX-HSAC07/X00351_M_st mean 4.4758 4.5135 std. dev. 0.1882 0.1731 weight sum 62 62 precision 0.0107 0.0107 AFFX-hum_alu_at mean 13.4084 13.376 std. dev. 0.1761 0.1543 weight sum 62 62 precision 0.0083 0.0083 AFFX-HUMGAPDH/M33197_3_at mean 10.6905 10.7136 std. dev. 0.2447 0.2535 weight sum 62 62 precision 0.0099 0.0099 AFFX-HUMGAPDH/M33197_3_st mean 5.0584 4.9787 std. dev. 0.2171 0.1493 weight sum 62 62 precision 0.0124 0.0124 AFFX-HUMGAPDH/M33197_5_at mean 9.084 9.3194 std. dev. 0.8004 0.6915 weight sum 62 62 precision 0.0322 0.0322 AFFX-HUMGAPDH/M33197_5_st mean 4.9866 4.9325 std. dev. 0.2115 0.1788 weight sum 62 62 precision 0.0102 0.0102 AFFX-HUMGAPDH/M33197_M_at mean 9.8684 10.0022 std. dev. 0.431 0.3057 weight sum 62 62 precision 0.0194 0.0194 AFFX-HUMGAPDH/M33197_M_st mean 6.4615 6.4216 std. dev. 0.1466 0.1475 weight sum 62 62 precision 0.0062 0.0062 AFFX-HUMISGF3A/M97935_3_at mean 6.1927 6.411 std. dev. 0.5848 0.4912 weight sum 62 62 precision 0.0298 0.0298 AFFX-HUMISGF3A/M97935_5_at mean 3.2109 3.2299 std. dev. 0.1979 0.1878 weight sum 62 62 precision 0.0083 0.0083 AFFX-HUMISGF3A/M97935_MA_at mean 5.9801 6.0039 std. dev. 0.2776 0.2261 weight sum 62 62 precision 0.012 0.012 AFFX-HUMISGF3A/M97935_MB_at mean 5.0684 5.1928 std. dev. 0.4053 0.3666 weight sum 62 62 precision 0.0192 0.0192 AFFX-HUMRGE/M10098_3_at mean 5.068 5.1406 std. dev. 0.4784 0.8357 weight sum 62 62 precision 0.0441 0.0441 AFFX-HUMRGE/M10098_5_at mean 3.7858 3.7755 std. dev. 0.3718 0.5259 weight sum 62 62 precision 0.0205 0.0205 AFFX-HUMRGE/M10098_M_at mean 3.4528 3.4762 std. dev. 0.3016 0.5135 weight sum 62 62 precision 0.025 0.025 AFFX-HUMTFRR/M11507_3_at mean 3.8899 3.8837 std. dev. 0.1548 0.2023 weight sum 62 62 precision 0.0104 0.0104 AFFX-HUMTFRR/M11507_5_at mean 3.1013 3.1047 std. dev. 0.1275 0.1277 weight sum 62 62 precision 0.0054 0.0054 AFFX-HUMTFRR/M11507_M_at mean 3.575 3.5777 std. dev. 0.1575 0.1858 weight sum 62 62 precision 0.0096 0.0096 AFFX-LysX-3_at mean 2.8742 2.7375 std. dev. 0.3431 0.2271 weight sum 62 62 precision 0.0209 0.0209 AFFX-LysX-5_at mean 2.8601 2.689 std. dev. 0.3155 0.2751 weight sum 62 62 precision 0.0206 0.0206 AFFX-LysX-M_at mean 3.9863 3.8591 std. dev. 0.2842 0.3333 weight sum 62 62 precision 0.0286 0.0286 AFFX-M27830_3_at mean 6.6373 6.5776 std. dev. 0.1851 0.1624 weight sum 62 62 precision 0.0083 0.0083 AFFX-M27830_5_at mean 5.1453 5.1589 std. dev. 0.7946 1.0968 weight sum 62 62 precision 0.0444 0.0444 AFFX-M27830_M_at mean 7.3175 7.307 std. dev. 0.3074 0.5065 weight sum 62 62 precision 0.0242 0.0242 AFFX-MurFAS_at mean 3.2013 3.1573 std. dev. 0.2552 0.2599 weight sum 62 62 precision 0.0142 0.0142 AFFX-MurIL10_at mean 3.8747 3.8508 std. dev. 0.3301 0.3162 weight sum 62 62 precision 0.0174 0.0174 AFFX-MurIL2_at mean 4.48 4.4706 std. dev. 0.2748 0.2811 weight sum 62 62 precision 0.013 0.013 AFFX-MurIL4_at mean 2.5651 2.4971 std. dev. 0.2416 0.2865 weight sum 62 62 precision 0.0152 0.0152 AFFX-PheX-3_at mean 5.8914 5.811 std. dev. 0.2835 0.3341 weight sum 62 62 precision 0.0195 0.0195 AFFX-PheX-5_at mean 3.0824 2.9766 std. dev. 0.3533 0.2231 weight sum 62 62 precision 0.0196 0.0196 AFFX-PheX-M_at mean 2.9579 2.8188 std. dev. 0.378 0.3561 weight sum 62 62 precision 0.0243 0.0243 AFFX-ThrX-3_at mean 4.265 4.2204 std. dev. 0.2796 0.3513 weight sum 62 62 precision 0.0163 0.0163 AFFX-ThrX-5_at mean 3.9327 3.8508 std. dev. 0.2939 0.3189 weight sum 62 62 precision 0.0165 0.0165 AFFX-ThrX-M_at mean 3.0053 2.9734 std. dev. 0.2879 0.4598 weight sum 62 62 precision 0.0241 0.0241 AFFX-TrpnX-3_at mean 2.5079 2.4536 std. dev. 0.2305 0.3522 weight sum 62 62 precision 0.0182 0.0182 AFFX-TrpnX-5_at mean 3.2435 3.1656 std. dev. 0.2462 0.3397 weight sum 62 62 precision 0.0185 0.0185 AFFX-TrpnX-M_at mean 3.3248 3.2047 std. dev. 0.3102 0.3644 weight sum 62 62 precision 0.0189 0.0189 AFFX-YEL002c/WBP1_at mean 2.8746 2.7588 std. dev. 0.2943 0.2586 weight sum 62 62 precision 0.0136 0.0136 AFFX-YEL018w/_at mean 2.9198 2.7666 std. dev. 0.4095 0.3345 weight sum 62 62 precision 0.0175 0.0175 AFFX-YEL021w/URA3_at mean 3.9385 3.4478 std. dev. 1.1418 0.7205 weight sum 62 62 precision 0.0416 0.0416 AFFX-YEL024w/RIP1_at mean 3.4119 3.1022 std. dev. 0.6525 0.4144 weight sum 62 62 precision 0.0247 0.0247 Time taken to build model: 0.32 seconds Time taken to test model on training data: 0.84 seconds === Error on training data === Correctly Classified Instances 96 77.4194 % Incorrectly Classified Instances 28 22.5806 % Kappa statistic 0.5484 Mean absolute error 0.2258 Root mean squared error 0.4752 Relative absolute error 45.1627 % Root relative squared error 95.0382 % Total Number of Instances 124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,694 0,145 0,827 0,694 0,754 0,556 0,799 0,754 primary_prostate_tumor 0,855 0,306 0,736 0,855 0,791 0,556 0,814 0,740 normal Weighted Avg. 0,774 0,226 0,782 0,774 0,773 0,556 0,807 0,747 === Confusion Matrix === a b <-- classified as 43 19 | a = primary_prostate_tumor 9 53 | b = normal Time taken to perform cross-validation: 1.32 seconds === Stratified cross-validation === Correctly Classified Instances 78 62.9032 % Incorrectly Classified Instances 46 37.0968 % Kappa statistic 0.2581 Mean absolute error 0.371 Root mean squared error 0.6091 Relative absolute error 74.1795 % Root relative squared error 121.7856 % Total Number of Instances 124 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0,581 0,323 0,643 0,581 0,610 0,259 0,627 0,593 primary_prostate_tumor 0,677 0,419 0,618 0,677 0,646 0,259 0,644 0,588 normal Weighted Avg. 0,629 0,371 0,630 0,629 0,628 0,259 0,635 0,590 === Confusion Matrix === a b <-- classified as 36 26 | a = primary_prostate_tumor 20 42 | b = normal