wpbc.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

9011494,N,51,20.2,26.83,133.7,1234,0.09905,0.1669,0.1641,0.1265,0.1875,0.0602,0.9761,1.892,7.128,103.6,0.008439,0.04674,0.05904,0.02536,0.0371,0.004286,24.19,33.81,160,1671,0.1278,0.3416,0.3703,0.2152,0.3271,0.07632,2.5,2
9012000,R,2,22.01,21.9,147.2,1482,0.1063,0.1954,0.2448,0.1501,0.1824,0.0614,1.008,0.6999,7.561,130.2,0.003978,0.02821,0.03576,0.01471,0.01518,0.003796,27.66,25.8,195,2227,0.1294,0.3885,0.4756,0.2432,0.2741,0.08574,3,1
901288,N,54,20.64,17.35,134.8,1335,0.09446,0.1076,0.1527,0.08941,0.1571,0.05478,0.6137,0.6575,4.119,77.02,0.006211,0.01895,0.02681,0.01232,0.01276,0.001711,25.37,23.17,166.8,1946,0.1562,0.3055,0.4159,0.2112,0.2689,0.07055,4,0
9013838,N,7,11.08,18.83,73.3,361.6,0.1216,0.2154,0.1689,0.06367,0.2196,0.0795,0.2114,1.027,1.719,13.99,0.007405,0.04549,0.04588,0.01339,0.01738,0.004435,13.24,32.82,91.76,508.1,0.2184,0.9379,0.8402,0.2524,0.4154,0.1403,2,0
90291,N,57,14.6,23.29,93.97,664.7,0.08682,0.06636,0.0839,0.05271,0.1627,0.05416,0.4157,1.627,2.914,33.01,0.008312,0.01742,0.03389,0.01576,0.0174,0.002871,15.79,31.71,102.2,758.2,0.1312,0.1581,0.2675,0.1359,0.2477,0.06836,3,0
90312,N,13,19.55,23.21,128.9,1174,0.101,0.1318,0.1856,0.1021,0.1989,0.05884,0.6107,2.836,5.383,70.1,0.01124,0.04097,0.07469,0.03441,0.02768,0.00624,20.82,30.44,142,1313,0.1251,0.2414,0.3829,0.1825,0.2576,0.07602,4,13
903516,N,58,21.61,22.28,144.4,1407,0.1167,0.2087,0.281,0.1562,0.2162,0.06606,0.6242,0.9209,4.158,80.99,0.005215,0.03726,0.04718,0.01288,0.02045,0.004028,26.23,28.74,172,2081,0.1502,0.5717,0.7053,0.2422,0.3828,0.1007,3.3,16
905241,N,57,17.99,20.66,117.8,991.7,0.1036,0.1304,0.1201,0.08824,0.1992,0.06069,0.4537,0.8733,3.061,49.81,0.007231,0.02772,0.02509,0.0148,0.01414,0.003336,21.08,25.41,138.1,1349,0.1482,0.3735,0.3301,0.1974,0.306,0.08503,3,3
905680,N,51,15.13,29.81,96.71,719.5,0.0832,0.04605,0.04686,0.02739,0.1852,0.05294,0.4681,1.627,3.043,45.38,0.006831,0.01427,0.02489,0.009087,0.03151,0.00175,17.26,36.91,110.1,931.4,0.1148,0.09866,0.1547,0.06575,0.3233,0.06165,4,13
906023,R,49,15.5,21.08,102.9,803.1,0.112,0.1571,0.1522,0.08481,0.2085,0.06864,1.37,1.213,9.424,176.5,0.008198,0.03889,0.04493,0.02139,0.02018,0.005815,23.17,27.65,157.1,1748,0.1517,0.4002,0.4211,0.2134,0.3003,0.1048,0.4,0
907607,N,55,17.29,21.43,112.7,938.6,0.1004,0.1124,0.1117,0.08377,0.1749,0.05822,0.9047,1.305,6.378,105.2,0.005609,0.02121,0.03387,0.01494,0.01537,0.003042,22.51,26.7,149.4,1558,0.1309,0.2352,0.327,0.1549,0.2609,0.07545,1.5,1
908194,R,1,20.18,19.54,133.8,1250,0.1133,0.1489,0.2133,0.1259,0.1724,0.06053,0.4331,1.001,3.008,52.49,0.009087,0.02715,0.05546,0.0191,0.02451,0.004005,22.03,25.07,146,1479,0.1665,0.2942,0.5308,0.2173,0.3032,0.08075,4.5,27
908445,N,47,18.82,21.97,123.7,1110,0.1018,0.1389,0.1594,0.08744,0.1943,0.06132,0.8191,1.931,4.493,103.9,0.008074,0.04088,0.05321,0.01834,0.02383,0.004515,22.66,30.93,145.3,1603,0.139,0.3463,0.3912,0.1708,0.3007,0.08314,1,0
908489,R,9,13.98,19.62,91.12,599.5,0.106,0.1133,0.1126,0.06463,0.1669,0.06544,0.2208,0.9533,1.602,18.85,0.005314,0.01791,0.02185,0.009567,0.01223,0.002846,17.04,30.8,113.9,869.3,0.1613,0.3568,0.4069,0.1827,0.3179,0.1055,3.5,4
909445,N,13,17.27,25.42,112.4,928.8,0.08331,0.1109,0.1204,0.05736,0.1467,0.05407,0.51,1.679,3.283,58.38,0.008109,0.04308,0.04942,0.01742,0.01594,0.003739,20.38,35.46,132.8,1284,0.1436,0.4122,0.5036,0.1739,0.25,0.07944,9,0
9110127,N,23,18.03,16.85,117.5,990,0.08947,0.1232,0.109,0.06254,0.172,0.0578,0.2986,0.5906,1.921,35.77,0.004117,0.0156,0.02975,0.009753,0.01295,0.002436,20.38,22.02,133.3,1292,0.1263,0.2666,0.429,0.1535,0.2842,0.08225,2.7,0
9110732,R,16,17.75,28.03,117.3,981.6,0.09997,0.1314,0.1698,0.08293,0.1713,0.05916,0.3897,1.077,2.873,43.95,0.004714,0.02015,0.03697,0.0111,0.01237,0.002556,21.53,38.54,145.4,1437,0.1401,0.3762,0.6399,0.197,0.2972,0.09075,1.5,7
9111573,N,34,21.1,20.52,138.1,1384,0.09684,0.1175,0.1572,0.1155,0.1554,0.0566,0.6643,1.361,4.542,81.89,0.005467,0.02075,0.03185,0.01466,0.01029,0.002205,25.68,32.07,168.2,2022,0.1368,0.3101,0.4399,0.228,0.2268,0.07425,2.8,0
9111805,R,9,19.59,25,127.7,1191,0.1032,0.09871,0.1655,0.09063,0.1663,0.05391,0.4674,1.375,2.916,56.18,0.0119,0.01929,0.04907,0.01499,0.01641,0.001807,21.44,30.96,139.8,1421,0.1528,0.1845,0.3977,0.1466,0.2293,0.06091,2,7
9113538,N,32,17.6,23.33,119,980.5,0.09289,0.2004,0.2136,0.1002,0.1696,0.07369,0.9289,1.465,5.801,104.9,0.006766,0.07025,0.06591,0.02311,0.01673,0.0113,21.57,28.87,143.6,1437,0.1207,0.4785,0.5165,0.1996,0.2301,0.1224,1,0
911916,N,8,16.25,19.51,109.8,815.8,0.1026,0.1893,0.2236,0.09194,0.2151,0.06578,0.3147,0.9857,3.07,33.12,0.009197,0.0547,0.08079,0.02215,0.02773,0.006355,17.39,23.05,122.1,939.7,0.1377,0.4462,0.5897,0.1775,0.3318,0.09136,1,0
913505,R,14,19.44,18.82,128.1,1167,0.1089,0.1448,0.2256,0.1194,0.1823,0.06115,0.5659,1.408,3.631,67.74,0.005288,0.02833,0.04256,0.01176,0.01717,0.003211,23.96,30.39,153.9,1740,0.1514,0.3725,0.5936,0.206,0.3266,0.09009,7,9
913535,N,36,16.69,20.2,107.1,857.6,0.07497,0.07112,0.03649,0.02307,0.1846,0.05325,0.2473,0.5679,1.775,22.95,0.002667,0.01446,0.01423,0.005297,0.01961,0.0017,19.18,26.56,127.3,1084,0.1009,0.292,0.2477,0.08737,0.4677,0.07623,2.5,0
914062,R,12,18.01,20.56,118.4,1007,0.1001,0.1289,0.117,0.07762,0.2116,0.06077,0.7548,1.288,5.353,89.74,0.007997,0.027,0.03737,0.01648,0.02897,0.003996,21.53,26.06,143.4,1426,0.1309,0.2327,0.2544,0.1489,0.3251,0.07625,3.5,2
914769,N,38,18.49,17.52,121.3,1068,0.1012,0.1317,0.1491,0.09183,0.1832,0.06697,0.7923,1.045,4.851,95.77,0.007974,0.03214,0.04435,0.01573,0.01617,0.005255,22.75,22.88,146.4,1600,0.1412,0.3089,0.3533,0.1663,0.251,0.09445,3,0
91485,R,11,20.59,21.24,137.8,1320,0.1085,0.1644,0.2188,0.1121,0.1848,0.06222,0.5904,1.216,4.206,75.09,0.006666,0.02791,0.04062,0.01479,0.01117,0.003727,23.86,30.76,163.2,1760,0.1464,0.3597,0.5179,0.2113,0.248,0.08999,5.5,20
91504,N,34,13.82,24.49,92.33,595.9,0.1162,0.1681,0.1357,0.06759,0.2275,0.07237,0.4751,1.528,2.974,39.05,0.00968,0.03856,0.03476,0.01616,0.02434,0.006995,16.01,32.94,106,788,0.1794,0.3966,0.3381,0.1521,0.3651,0.1183,1,0
915143,R,7,24.24,18.74,159.6,1945,0.08938,0.1136,0.1727,0.1071,0.1591,0.05175,1.73,0.8535,11.56,316,0.005137,0.01279,0.02353,0.01508,0.01615,0.002252,35.13,23.36,232.2,3903,0.1154,0.1772,0.2917,0.1795,0.2336,0.06259,3,4
915460,N,41,15.46,23.95,103.8,731.3,0.1183,0.187,0.203,0.0852,0.1807,0.07083,0.3331,1.961,2.937,32.52,0.009538,0.0494,0.06019,0.02041,0.02105,0.006,17.11,36.33,117.7,909.4,0.1732,0.4967,0.5911,0.2163,0.3013,0.1067,2.5,1
915946,N,38,15.05,19.07,97.26,701.9,0.09215,0.08597,0.07486,0.04335,0.1561,0.05915,0.386,1.198,2.63,38.49,0.004952,0.0163,0.02967,0.009423,0.01152,0.001718,17.58,28.06,113.8,967,0.1246,0.2101,0.2866,0.112,0.2282,0.06954,2.5,8
916799,N,40,18.31,20.58,120.8,1052,0.1068,0.1248,0.1569,0.09451,0.186,0.05941,0.5449,0.9225,3.218,67.36,0.006176,0.01877,0.02913,0.01046,0.01559,0.002725,21.86,26.2,142.2,1493,0.1492,0.2536,0.3759,0.151,0.3074,0.07863,1.2,1
916838,N,41,19.89,20.26,130.5,1214,0.1037,0.131,0.1411,0.09431,0.1802,0.06188,0.5079,0.8737,3.654,59.7,0.005089,0.02303,0.03052,0.01178,0.01057,0.003391,23.73,25.23,160.5,1646,0.1417,0.3309,0.4185,0.1613,0.2549,0.09136,8,4
917627,N,39,24.63,21.6,165.5,1841,0.103,0.2106,0.231,0.1471,0.1991,0.06739,0.9915,0.9004,7.05,139.9,0.004989,0.03212,0.03571,0.01597,0.01879,0.00476,29.92,26.93,205.7,2642,0.1342,0.4188,0.4658,0.2475,0.3157,0.09671,1,1
9212009,N,1,18.45,31.39,120.8,1051,0.09889,0.1108,0.1275,0.07493,0.1855,0.05593,0.3729,2.183,2.922,43.45,0.005957,0.02474,0.04066,0.01499,0.01703,0.003462,20.36,44.46,136.5,1286,0.1289,0.249,0.3641,0.1555,0.2847,0.07684,2,1
925622,N,30,15.22,30.62,103.4,716.9,0.1048,0.2087,0.255,0.09429,0.2128,0.07152,0.2602,1.205,2.362,22.65,0.004625,0.04844,0.07359,0.01608,0.02137,0.006142,17.52,42.79,128.7,915,0.1417,0.7917,1.17,0.2356,0.4089,0.1409,2.5,0
926125,N,17,20.92,25.09,143,1347,0.1099,0.2236,0.3174,0.1474,0.2149,0.06879,0.9622,1.026,8.758,118.8,0.006399,0.0431,0.07845,0.02624,0.02057,0.006213,24.29,29.41,179.1,1819,0.1407,0.4186,0.6599,0.2542,0.2929,0.09873,1.5,0
926424,N,28,21.56,22.39,142,1479,0.111,0.1159,0.2439,0.1389,0.1726,0.05623,1.176,1.256,7.673,158.7,0.0103,0.02891,0.05198,0.02454,0.01114,0.004239,25.45,26.4,166.1,2027,0.141,0.2113,0.4107,0.2216,0.206,0.07115,1.2,0
926682,N,20,20.13,28.25,131.2,1261,0.0978,0.1034,0.144,0.09791,0.1752,0.05533,0.7655,2.463,5.203,99.04,0.005769,0.02423,0.0395,0.01678,0.01898,0.002498,23.69,38.25,155,1731,0.1166,0.1922,0.3215,0.1628,0.2572,0.06637,1,0
926954,N,16,16.6,28.08,108.3,858.1,0.08455,0.1023,0.09251,0.05302,0.159,0.05648,0.4564,1.075,3.425,48.55,0.005903,0.03731,0.0473,0.01557,0.01318,0.003892,18.98,34.12,126.7,1124,0.1139,0.3094,0.3403,0.1418,0.2218,0.0782,3.5,1
927992,N,26,13.86,23.83,89.6,595.8,0.1067,0.08318,0.07671,0.05627,0.1433,0.05484,0.6142,2.25,4.334,51.14,0.0142,0.01844,0.03254,0.01999,0.02719,0.001925,15.51,30,101.2,730.6,0.1467,0.1279,0.1677,0.1114,0.218,0.06057,1.5,1
927997,N,27,18.11,26.17,118.7,970.2,0.09867,0.1716,0.2177,0.09718,0.2063,0.06194,0.5854,1.386,4.066,48.23,0.0078,0.04768,0.1015,0.02349,0.02759,0.004116,21.88,35.4,145.1,1251,0.1464,0.5127,0.8774,0.2603,0.3941,0.09318,2.4,2
928594,N,29,21.93,30.64,146.7,1487,0.08679,0.1723,0.2053,0.101,0.1796,0.05715,0.8842,1.152,6.92,115.8,0.007661,0.05912,0.05962,0.02539,0.02899,0.004636,25.24,34.07,171.5,1951,0.1168,0.4072,0.4494,0.1886,0.2784,0.07353,3.5,0
929684,R,14,17.53,25.28,114,966.6,0.09278,0.09175,0.1105,0.06741,0.1424,0.05563,0.4587,1.318,3.032,52.27,0.00454,0.01312,0.0172,0.007299,0.009783,0.001526,21.75,40.14,142.6,1483,0.1287,0.2472,0.2753,0.1372,0.2404,0.07156,10,9
931652,R,1,18.11,30.99,115.8,984.4,0.08625,0.0924,0.06214,0.05598,0.1603,0.05468,0.4236,1.176,2.189,36.01,0.004733,0.01621,0.02044,0.01142,0.01411,0.002098,21.05,38.93,128,1214,0.1194,0.2088,0.2385,0.1333,0.2652,0.07006,2.7,4
931678,N,24,24.29,25.48,161.8,1715,0.09374,0.2284,0.2702,0.1369,0.2307,0.06308,0.55,0.7052,3.853,76.08,0.00403,0.02513,0.04598,0.01184,0.02346,0.002403,27.53,30.44,184.8,2213,0.1247,0.3935,0.6118,0.2063,0.3983,0.07978,1.2,0
935058,N,13,15.6,26.79,99.85,760,0.07885,0.0524,0.03778,0.02876,0.158,0.05395,0.3292,0.9247,2.252,33.37,0.004508,0.007347,0.01094,0.007723,0.01673,0.00131,18.16,33.64,117.2,1027,0.1097,0.09745,0.1263,0.08222,0.2805,0.06378,2,2
935878,N,13,15.78,17.1,102.2,769,0.09668,0.0903,0.07268,0.04475,0.189,0.0569,0.2059,0.6052,1.153,20.04,0.00475,0.01527,0.01893,0.008301,0.01477,0.002027,17.37,22.52,111.7,921.4,0.1386,0.264,0.2901,0.1234,0.3261,0.07752,0.8,0
937100,N,12,19.28,20.88,124.9,1127,0.09033,0.1197,0.06435,0.0887,0.1971,0.05417,1.347,1.874,9.142,167.9,0.002889,0.009586,0.02836,0.0366,0.02385,0.003856,20.03,22.43,130,1214,0.09273,0.1259,0.08201,0.1116,0.2147,0.05644,2.5,0
937653,N,15,15.66,24.51,102,771.1,0.08886,0.08731,0.09483,0.04286,0.1995,0.05626,0.5016,1.824,4.013,52.6,0.005164,0.0231,0.03871,0.0129,0.01923,0.001897,18.47,35.09,124,1066,0.1182,0.2486,0.3508,0.1273,0.2964,0.06591,2,4
937654,N,11,22.44,27.42,150.6,1504,0.1211,0.2082,0.3579,0.1842,0.2524,0.05848,1.083,3.503,7.164,123.9,0.008771,0.03241,0.07453,0.02372,0.03172,0.003287,23.99,32.51,161.2,1689,0.133,0.258,0.4741,0.2135,0.2809,0.06318,1,0
937664,N,17,17.98,23.96,120,995,0.1157,0.1739,0.1954,0.1219,0.1981,0.06306,0.7937,2.595,5.639,90.08,0.007286,0.03164,0.04003,0.0205,0.02609,0.005366,20.05,32.23,135.2,1225,0.134,0.2606,0.3124,0.1753,0.2746,0.0783,2.5,0
937897,N,17,13.63,24.7,89.65,569.2,0.1055,0.1312,0.1161,0.06403,0.1791,0.07058,0.3223,1.148,2.797,25.79,0.007254,0.03085,0.03225,0.01585,0.01783,0.004359,15.33,31.96,107.7,712.2,0.1554,0.3515,0.3409,0.1689,0.2739,0.09945,2,0
938225,N,9,23.01,33.87,156.8,1705,0.1157,0.1948,0.2979,0.1522,0.1799,0.0634,1.819,2.708,13.28,253.8,0.008461,0.03397,0.05986,0.02232,0.03215,0.003898,28.39,41.66,197.8,2481,0.1432,0.2895,0.4937,0.211,0.2774,0.07542,4,0
938412,N,10,22.41,29.95,145.5,1528,0.1119,0.1699,0.3076,0.1594,0.2099,0.06803,1.463,1.717,9.939,233.7,0.003676,0.04185,0.06688,0.01772,0.01538,0.005663,29.27,38.4,194.5,2690,0.1251,0.3832,0.5842,0.2422,0.2729,0.09391,1,1
938413,N,15,12.53,30.98,80.41,490.9,0.09252,0.06271,0.06151,0.03938,0.1993,0.06554,0.3708,1.47,2.546,30.45,0.009003,0.01059,0.02372,0.01286,0.01837,0.003858,14.95,41.05,96.75,694.6,0.156,0.1358,0.2436,0.1259,0.3292,0.09406,3,7
939095,N,6,19.8,20.46,130.2,1235,0.09652,0.1077,0.1599,0.08705,0.162,0.05731,0.8215,1.26,6.436,116.7,0.009331,0.02827,0.06039,0.02226,0.01728,0.002806,22.61,25.78,155.1,1623,0.1373,0.2368,0.3931,0.184,0.2382,0.06831,2.1,2
939426,N,8,19.96,27.41,130.8,1238,0.09075,0.1167,0.1355,0.08397,0.16,0.05461,0.5299,1.562,3.39,66.13,0.005734,0.02089,0.04279,0.01392,0.01051,0.0037,22.75,36.88,150.3,1603,0.1293,0.2513,0.4106,0.1638,0.2245,0.07842,4,0
9411286,N,3,19.22,27.18,128.8,1134,0.109,0.1777,0.2138,0.1116,0.1924,0.06389,0.497,2.403,4.493,61.18,0.006133,0.04109,0.05917,0.01756,0.0218,0.004305,22.57,44.6,161,1565,0.1501,0.513,0.6841,0.2099,0.3484,0.09774,0.8,1
9411300,N,3,14.72,25.26,99.28,657.5,0.1174,0.2112,0.1729,0.09465,0.2079,0.07496,0.3405,1.158,2.188,26.12,0.004957,0.04553,0.05166,0.01597,0.02539,0.005548,16.67,31.97,111.6,814.8,0.1464,0.5352,0.5655,0.1974,0.3778,0.1132,1.7,21
942640,N,10,22.52,21.92,146.9,1597,0.07592,0.09162,0.06862,0.06367,0.1728,0.05262,1.374,2.312,9.938,192.4,0.004422,0.02679,0.02433,0.02036,0.02486,0.003922,24.67,24.81,162.1,1902,0.08191,0.1319,0.1056,0.09378,0.2061,0.05788,6,2
943471,N,8,15.44,31.18,101,740.4,0.09399,0.1062,0.1375,0.065,0.1735,0.06105,0.3235,1.839,1.971,32.61,0.006178,0.02088,0.02834,0.01079,0.02122,0.003168,17.34,41.48,112.6,929,0.1272,0.2362,0.2975,0.1286,0.2914,0.08024,1.5,0
94547,N,12,17.17,29.19,110,915.3,0.08952,0.06655,0.06583,0.05068,0.1793,0.05392,0.6101,1.425,3.827,63.02,0.00689,0.01556,0.03155,0.009714,0.02734,0.001377,20.76,36.66,132.5,1295,0.1261,0.1572,0.2141,0.0952,0.3362,0.06033,3.7,0
947204,R,3,21.42,22.84,145,1440,0.107,0.1939,0.238,0.1318,0.1884,0.06472,1.085,0.8469,8.308,142.5,0.006831,0.03541,0.04948,0.0177,0.01481,0.003979,28.34,27.98,198.3,2375,0.1498,0.4379,0.5411,0.2215,0.2832,0.08981,3,?
947489,N,6,16.7,28.13,110.3,885.4,0.08896,0.1131,0.1012,0.04989,0.189,0.06035,0.6052,1.235,4.243,63.91,0.007767,0.02631,0.03957,0.01411,0.01957,0.003606,19.74,34.92,128.8,1213,0.133,0.2808,0.3455,0.1317,0.3035,0.08036,3.5,0