wdbc.data

使用高斯模型对威斯康辛州大学医学院长期乳腺癌数据进行了贝叶斯模式识别。识别率为95以上

865423,M,24.25,20.2,166.2,1761,0.1447,0.2867,0.4268,0.2012,0.2655,0.06877,1.509,3.12,9.807,233,0.02333,0.09806,0.1278,0.01822,0.04547,0.009875,26.02,23.99,180.9,2073,0.1696,0.4244,0.5803,0.2248,0.3222,0.08009
865432,B,14.5,10.89,94.28,640.7,0.1101,0.1099,0.08842,0.05778,0.1856,0.06402,0.2929,0.857,1.928,24.19,0.003818,0.01276,0.02882,0.012,0.0191,0.002808,15.7,15.98,102.8,745.5,0.1313,0.1788,0.256,0.1221,0.2889,0.08006
865468,B,13.37,16.39,86.1,553.5,0.07115,0.07325,0.08092,0.028,0.1422,0.05823,0.1639,1.14,1.223,14.66,0.005919,0.0327,0.04957,0.01038,0.01208,0.004076,14.26,22.75,91.99,632.1,0.1025,0.2531,0.3308,0.08978,0.2048,0.07628
86561,B,13.85,17.21,88.44,588.7,0.08785,0.06136,0.0142,0.01141,0.1614,0.0589,0.2185,0.8561,1.495,17.91,0.004599,0.009169,0.009127,0.004814,0.01247,0.001708,15.49,23.58,100.3,725.9,0.1157,0.135,0.08115,0.05104,0.2364,0.07182
866083,M,13.61,24.69,87.76,572.6,0.09258,0.07862,0.05285,0.03085,0.1761,0.0613,0.231,1.005,1.752,19.83,0.004088,0.01174,0.01796,0.00688,0.01323,0.001465,16.89,35.64,113.2,848.7,0.1471,0.2884,0.3796,0.1329,0.347,0.079
866203,M,19,18.91,123.4,1138,0.08217,0.08028,0.09271,0.05627,0.1946,0.05044,0.6896,1.342,5.216,81.23,0.004428,0.02731,0.0404,0.01361,0.0203,0.002686,22.32,25.73,148.2,1538,0.1021,0.2264,0.3207,0.1218,0.2841,0.06541
866458,B,15.1,16.39,99.58,674.5,0.115,0.1807,0.1138,0.08534,0.2001,0.06467,0.4309,1.068,2.796,39.84,0.009006,0.04185,0.03204,0.02258,0.02353,0.004984,16.11,18.33,105.9,762.6,0.1386,0.2883,0.196,0.1423,0.259,0.07779
866674,M,19.79,25.12,130.4,1192,0.1015,0.1589,0.2545,0.1149,0.2202,0.06113,0.4953,1.199,2.765,63.33,0.005033,0.03179,0.04755,0.01043,0.01578,0.003224,22.63,33.58,148.7,1589,0.1275,0.3861,0.5673,0.1732,0.3305,0.08465
866714,B,12.19,13.29,79.08,455.8,0.1066,0.09509,0.02855,0.02882,0.188,0.06471,0.2005,0.8163,1.973,15.24,0.006773,0.02456,0.01018,0.008094,0.02662,0.004143,13.34,17.81,91.38,545.2,0.1427,0.2585,0.09915,0.08187,0.3469,0.09241
8670,M,15.46,19.48,101.7,748.9,0.1092,0.1223,0.1466,0.08087,0.1931,0.05796,0.4743,0.7859,3.094,48.31,0.00624,0.01484,0.02813,0.01093,0.01397,0.002461,19.26,26,124.9,1156,0.1546,0.2394,0.3791,0.1514,0.2837,0.08019
86730502,M,16.16,21.54,106.2,809.8,0.1008,0.1284,0.1043,0.05613,0.216,0.05891,0.4332,1.265,2.844,43.68,0.004877,0.01952,0.02219,0.009231,0.01535,0.002373,19.47,31.68,129.7,1175,0.1395,0.3055,0.2992,0.1312,0.348,0.07619
867387,B,15.71,13.93,102,761.7,0.09462,0.09462,0.07135,0.05933,0.1816,0.05723,0.3117,0.8155,1.972,27.94,0.005217,0.01515,0.01678,0.01268,0.01669,0.00233,17.5,19.25,114.3,922.8,0.1223,0.1949,0.1709,0.1374,0.2723,0.07071
867739,M,18.45,21.91,120.2,1075,0.0943,0.09709,0.1153,0.06847,0.1692,0.05727,0.5959,1.202,3.766,68.35,0.006001,0.01422,0.02855,0.009148,0.01492,0.002205,22.52,31.39,145.6,1590,0.1465,0.2275,0.3965,0.1379,0.3109,0.0761
868202,M,12.77,22.47,81.72,506.3,0.09055,0.05761,0.04711,0.02704,0.1585,0.06065,0.2367,1.38,1.457,19.87,0.007499,0.01202,0.02332,0.00892,0.01647,0.002629,14.49,33.37,92.04,653.6,0.1419,0.1523,0.2177,0.09331,0.2829,0.08067
868223,B,11.71,16.67,74.72,423.6,0.1051,0.06095,0.03592,0.026,0.1339,0.05945,0.4489,2.508,3.258,34.37,0.006578,0.0138,0.02662,0.01307,0.01359,0.003707,13.33,25.48,86.16,546.7,0.1271,0.1028,0.1046,0.06968,0.1712,0.07343
868682,B,11.43,15.39,73.06,399.8,0.09639,0.06889,0.03503,0.02875,0.1734,0.05865,0.1759,0.9938,1.143,12.67,0.005133,0.01521,0.01434,0.008602,0.01501,0.001588,12.32,22.02,79.93,462,0.119,0.1648,0.1399,0.08476,0.2676,0.06765
868826,M,14.95,17.57,96.85,678.1,0.1167,0.1305,0.1539,0.08624,0.1957,0.06216,1.296,1.452,8.419,101.9,0.01,0.0348,0.06577,0.02801,0.05168,0.002887,18.55,21.43,121.4,971.4,0.1411,0.2164,0.3355,0.1667,0.3414,0.07147
868871,B,11.28,13.39,73,384.8,0.1164,0.1136,0.04635,0.04796,0.1771,0.06072,0.3384,1.343,1.851,26.33,0.01127,0.03498,0.02187,0.01965,0.0158,0.003442,11.92,15.77,76.53,434,0.1367,0.1822,0.08669,0.08611,0.2102,0.06784
868999,B,9.738,11.97,61.24,288.5,0.0925,0.04102,0,0,0.1903,0.06422,0.1988,0.496,1.218,12.26,0.00604,0.005656,0,0,0.02277,0.00322,10.62,14.1,66.53,342.9,0.1234,0.07204,0,0,0.3105,0.08151
869104,M,16.11,18.05,105.1,813,0.09721,0.1137,0.09447,0.05943,0.1861,0.06248,0.7049,1.332,4.533,74.08,0.00677,0.01938,0.03067,0.01167,0.01875,0.003434,19.92,25.27,129,1233,0.1314,0.2236,0.2802,0.1216,0.2792,0.08158
869218,B,11.43,17.31,73.66,398,0.1092,0.09486,0.02031,0.01861,0.1645,0.06562,0.2843,1.908,1.937,21.38,0.006664,0.01735,0.01158,0.00952,0.02282,0.003526,12.78,26.76,82.66,503,0.1413,0.1792,0.07708,0.06402,0.2584,0.08096
869224,B,12.9,15.92,83.74,512.2,0.08677,0.09509,0.04894,0.03088,0.1778,0.06235,0.2143,0.7712,1.689,16.64,0.005324,0.01563,0.0151,0.007584,0.02104,0.001887,14.48,21.82,97.17,643.8,0.1312,0.2548,0.209,0.1012,0.3549,0.08118
869254,B,10.75,14.97,68.26,355.3,0.07793,0.05139,0.02251,0.007875,0.1399,0.05688,0.2525,1.239,1.806,17.74,0.006547,0.01781,0.02018,0.005612,0.01671,0.00236,11.95,20.72,77.79,441.2,0.1076,0.1223,0.09755,0.03413,0.23,0.06769
869476,B,11.9,14.65,78.11,432.8,0.1152,0.1296,0.0371,0.03003,0.1995,0.07839,0.3962,0.6538,3.021,25.03,0.01017,0.04741,0.02789,0.0111,0.03127,0.009423,13.15,16.51,86.26,509.6,0.1424,0.2517,0.0942,0.06042,0.2727,0.1036
869691,M,11.8,16.58,78.99,432,0.1091,0.17,0.1659,0.07415,0.2678,0.07371,0.3197,1.426,2.281,24.72,0.005427,0.03633,0.04649,0.01843,0.05628,0.004635,13.74,26.38,91.93,591.7,0.1385,0.4092,0.4504,0.1865,0.5774,0.103
86973701,B,14.95,18.77,97.84,689.5,0.08138,0.1167,0.0905,0.03562,0.1744,0.06493,0.422,1.909,3.271,39.43,0.00579,0.04877,0.05303,0.01527,0.03356,0.009368,16.25,25.47,107.1,809.7,0.0997,0.2521,0.25,0.08405,0.2852,0.09218
86973702,B,14.44,15.18,93.97,640.1,0.0997,0.1021,0.08487,0.05532,0.1724,0.06081,0.2406,0.7394,2.12,21.2,0.005706,0.02297,0.03114,0.01493,0.01454,0.002528,15.85,19.85,108.6,766.9,0.1316,0.2735,0.3103,0.1599,0.2691,0.07683
869931,B,13.74,17.91,88.12,585,0.07944,0.06376,0.02881,0.01329,0.1473,0.0558,0.25,0.7574,1.573,21.47,0.002838,0.01592,0.0178,0.005828,0.01329,0.001976,15.34,22.46,97.19,725.9,0.09711,0.1824,0.1564,0.06019,0.235,0.07014
871001501,B,13,20.78,83.51,519.4,0.1135,0.07589,0.03136,0.02645,0.254,0.06087,0.4202,1.322,2.873,34.78,0.007017,0.01142,0.01949,0.01153,0.02951,0.001533,14.16,24.11,90.82,616.7,0.1297,0.1105,0.08112,0.06296,0.3196,0.06435
871001502,B,8.219,20.7,53.27,203.9,0.09405,0.1305,0.1321,0.02168,0.2222,0.08261,0.1935,1.962,1.243,10.21,0.01243,0.05416,0.07753,0.01022,0.02309,0.01178,9.092,29.72,58.08,249.8,0.163,0.431,0.5381,0.07879,0.3322,0.1486
8710441,B,9.731,15.34,63.78,300.2,0.1072,0.1599,0.4108,0.07857,0.2548,0.09296,0.8245,2.664,4.073,49.85,0.01097,0.09586,0.396,0.05279,0.03546,0.02984,11.02,19.49,71.04,380.5,0.1292,0.2772,0.8216,0.1571,0.3108,0.1259
87106,B,11.15,13.08,70.87,381.9,0.09754,0.05113,0.01982,0.01786,0.183,0.06105,0.2251,0.7815,1.429,15.48,0.009019,0.008985,0.01196,0.008232,0.02388,0.001619,11.99,16.3,76.25,440.8,0.1341,0.08971,0.07116,0.05506,0.2859,0.06772
8711002,B,13.15,15.34,85.31,538.9,0.09384,0.08498,0.09293,0.03483,0.1822,0.06207,0.271,0.7927,1.819,22.79,0.008584,0.02017,0.03047,0.009536,0.02769,0.003479,14.77,20.5,97.67,677.3,0.1478,0.2256,0.3009,0.09722,0.3849,0.08633
8711003,B,12.25,17.94,78.27,460.3,0.08654,0.06679,0.03885,0.02331,0.197,0.06228,0.22,0.9823,1.484,16.51,0.005518,0.01562,0.01994,0.007924,0.01799,0.002484,13.59,25.22,86.6,564.2,0.1217,0.1788,0.1943,0.08211,0.3113,0.08132
8711202,M,17.68,20.74,117.4,963.7,0.1115,0.1665,0.1855,0.1054,0.1971,0.06166,0.8113,1.4,5.54,93.91,0.009037,0.04954,0.05206,0.01841,0.01778,0.004968,20.47,25.11,132.9,1302,0.1418,0.3498,0.3583,0.1515,0.2463,0.07738
8711216,B,16.84,19.46,108.4,880.2,0.07445,0.07223,0.0515,0.02771,0.1844,0.05268,0.4789,2.06,3.479,46.61,0.003443,0.02661,0.03056,0.0111,0.0152,0.001519,18.22,28.07,120.3,1032,0.08774,0.171,0.1882,0.08436,0.2527,0.05972
871122,B,12.06,12.74,76.84,448.6,0.09311,0.05241,0.01972,0.01963,0.159,0.05907,0.1822,0.7285,1.171,13.25,0.005528,0.009789,0.008342,0.006273,0.01465,0.00253,13.14,18.41,84.08,532.8,0.1275,0.1232,0.08636,0.07025,0.2514,0.07898
871149,B,10.9,12.96,68.69,366.8,0.07515,0.03718,0.00309,0.006588,0.1442,0.05743,0.2818,0.7614,1.808,18.54,0.006142,0.006134,0.001835,0.003576,0.01637,0.002665,12.36,18.2,78.07,470,0.1171,0.08294,0.01854,0.03953,0.2738,0.07685
8711561,B,11.75,20.18,76.1,419.8,0.1089,0.1141,0.06843,0.03738,0.1993,0.06453,0.5018,1.693,3.926,38.34,0.009433,0.02405,0.04167,0.01152,0.03397,0.005061,13.32,26.21,88.91,543.9,0.1358,0.1892,0.1956,0.07909,0.3168,0.07987
8711803,M,19.19,15.94,126.3,1157,0.08694,0.1185,0.1193,0.09667,0.1741,0.05176,1,0.6336,6.971,119.3,0.009406,0.03055,0.04344,0.02794,0.03156,0.003362,22.03,17.81,146.6,1495,0.1124,0.2016,0.2264,0.1777,0.2443,0.06251
871201,M,19.59,18.15,130.7,1214,0.112,0.1666,0.2508,0.1286,0.2027,0.06082,0.7364,1.048,4.792,97.07,0.004057,0.02277,0.04029,0.01303,0.01686,0.003318,26.73,26.39,174.9,2232,0.1438,0.3846,0.681,0.2247,0.3643,0.09223
8712064,B,12.34,22.22,79.85,464.5,0.1012,0.1015,0.0537,0.02822,0.1551,0.06761,0.2949,1.656,1.955,21.55,0.01134,0.03175,0.03125,0.01135,0.01879,0.005348,13.58,28.68,87.36,553,0.1452,0.2338,0.1688,0.08194,0.2268,0.09082
8712289,M,23.27,22.04,152.1,1686,0.08439,0.1145,0.1324,0.09702,0.1801,0.05553,0.6642,0.8561,4.603,97.85,0.00491,0.02544,0.02822,0.01623,0.01956,0.00374,28.01,28.22,184.2,2403,0.1228,0.3583,0.3948,0.2346,0.3589,0.09187
8712291,B,14.97,19.76,95.5,690.2,0.08421,0.05352,0.01947,0.01939,0.1515,0.05266,0.184,1.065,1.286,16.64,0.003634,0.007983,0.008268,0.006432,0.01924,0.00152,15.98,25.82,102.3,782.1,0.1045,0.09995,0.0775,0.05754,0.2646,0.06085
87127,B,10.8,9.71,68.77,357.6,0.09594,0.05736,0.02531,0.01698,0.1381,0.064,0.1728,0.4064,1.126,11.48,0.007809,0.009816,0.01099,0.005344,0.01254,0.00212,11.6,12.02,73.66,414,0.1436,0.1257,0.1047,0.04603,0.209,0.07699
8712729,M,16.78,18.8,109.3,886.3,0.08865,0.09182,0.08422,0.06576,0.1893,0.05534,0.599,1.391,4.129,67.34,0.006123,0.0247,0.02626,0.01604,0.02091,0.003493,20.05,26.3,130.7,1260,0.1168,0.2119,0.2318,0.1474,0.281,0.07228
8712766,M,17.47,24.68,116.1,984.6,0.1049,0.1603,0.2159,0.1043,0.1538,0.06365,1.088,1.41,7.337,122.3,0.006174,0.03634,0.04644,0.01569,0.01145,0.00512,23.14,32.33,155.3,1660,0.1376,0.383,0.489,0.1721,0.216,0.093
8712853,B,14.97,16.95,96.22,685.9,0.09855,0.07885,0.02602,0.03781,0.178,0.0565,0.2713,1.217,1.893,24.28,0.00508,0.0137,0.007276,0.009073,0.0135,0.001706,16.11,23,104.6,793.7,0.1216,0.1637,0.06648,0.08485,0.2404,0.06428
87139402,B,12.32,12.39,78.85,464.1,0.1028,0.06981,0.03987,0.037,0.1959,0.05955,0.236,0.6656,1.67,17.43,0.008045,0.0118,0.01683,0.01241,0.01924,0.002248,13.5,15.64,86.97,549.1,0.1385,0.1266,0.1242,0.09391,0.2827,0.06771
87163,M,13.43,19.63,85.84,565.4,0.09048,0.06288,0.05858,0.03438,0.1598,0.05671,0.4697,1.147,3.142,43.4,0.006003,0.01063,0.02151,0.009443,0.0152,0.001868,17.98,29.87,116.6,993.6,0.1401,0.1546,0.2644,0.116,0.2884,0.07371
87164,M,15.46,11.89,102.5,736.9,0.1257,0.1555,0.2032,0.1097,0.1966,0.07069,0.4209,0.6583,2.805,44.64,0.005393,0.02321,0.04303,0.0132,0.01792,0.004168,18.79,17.04,125,1102,0.1531,0.3583,0.583,0.1827,0.3216,0.101
871641,B,11.08,14.71,70.21,372.7,0.1006,0.05743,0.02363,0.02583,0.1566,0.06669,0.2073,1.805,1.377,19.08,0.01496,0.02121,0.01453,0.01583,0.03082,0.004785,11.35,16.82,72.01,396.5,0.1216,0.0824,0.03938,0.04306,0.1902,0.07313
871642,B,10.66,15.15,67.49,349.6,0.08792,0.04302,0,0,0.1928,0.05975,0.3309,1.925,2.155,21.98,0.008713,0.01017,0,0,0.03265,0.001002,11.54,19.2,73.2,408.3,0.1076,0.06791,0,0,0.271,0.06164
872113,B,8.671,14.45,54.42,227.2,0.09138,0.04276,0,0,0.1722,0.06724,0.2204,0.7873,1.435,11.36,0.009172,0.008007,0,0,0.02711,0.003399,9.262,17.04,58.36,259.2,0.1162,0.07057,0,0,0.2592,0.07848
872608,B,9.904,18.06,64.6,302.4,0.09699,0.1294,0.1307,0.03716,0.1669,0.08116,0.4311,2.261,3.132,27.48,0.01286,0.08808,0.1197,0.0246,0.0388,0.01792,11.26,24.39,73.07,390.2,0.1301,0.295,0.3486,0.0991,0.2614,0.1162
87281702,M,16.46,20.11,109.3,832.9,0.09831,0.1556,0.1793,0.08866,0.1794,0.06323,0.3037,1.284,2.482,31.59,0.006627,0.04094,0.05371,0.01813,0.01682,0.004584,17.79,28.45,123.5,981.2,0.1415,0.4667,0.5862,0.2035,0.3054,0.09519
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