test_image_test.txt

基于蚁群算法和支持向量机的最优子集提取 蚁群算法采用蚁群系统!

7,110.0,189.0,9,0.0,0.0,1.0000004,0.66666675,1.2222223,1.1863422,12.925926,10.888889,9.222222,18.666668,-6.111111,-11.111111,17.222221,18.666668,0.50813884,1.9108642
7,86.0,187.0,9,0.0,0.0,1.1111108,0.7200825,1.4444445,0.750309,13.740741,11.666667,10.333334,19.222221,-6.2222223,-10.222222,16.444445,19.222221,0.46332908,1.9414649
7,225.0,244.0,9,0.0,0.0,3.3888886,2.1951127,2.9999998,1.5202343,12.259259,10.333334,9.333334,17.11111,-5.7777777,-8.777778,14.555555,17.11111,0.48014903,1.9879022
7,47.0,232.0,9,0.0,0.0,1.2777778,1.254621,1.0,0.8944273,12.703704,11.0,9.0,18.11111,-5.111111,-11.111111,16.222221,18.11111,0.50096595,1.875362
7,97.0,186.0,9,0.0,0.0,1.1666671,0.6912147,1.1666671,1.0055404,15.592592,13.888889,11.777778,21.11111,-5.111111,-11.444445,16.555555,21.11111,0.44266057,1.8636538
7,157.0,221.0,9,0.0,0.0,1.0555555,0.6469299,1.2222222,0.6206328,12.111111,10.222222,8.111112,18.0,-5.6666665,-12.0,17.666666,18.0,0.5491797,1.8771459
7,62.0,224.0,9,0.0,0.0,0.9444445,1.083547,2.3333335,1.6329932,14.62963,13.222222,11.444445,19.222221,-4.2222223,-9.555555,13.777778,19.222221,0.40896538,1.8601909
7,27.0,248.0,9,0.11111111,0.0,1.611111,0.6469295,3.1666667,1.7224005,15.296296,14.777778,12.888889,18.222221,-1.5555556,-7.2222223,8.777778,18.222221,0.31222734,1.7835119
7,44.0,233.0,9,0.0,0.0,2.2222219,2.1464872,2.111111,1.3277657,14.481482,12.555555,11.333333,19.555555,-5.7777777,-9.444445,15.222222,19.555555,0.42217422,1.9504046
7,17.0,229.0,9,0.0,0.0,2.1111114,1.9851303,2.4444447,1.6147469,13.703704,11.222222,11.111111,18.777779,-7.4444447,-7.7777777,15.222222,18.777779,0.4398524,2.0999045
7,32.0,240.0,9,0.0,0.0,1.2777776,1.540803,2.2777777,1.7051125,12.148149,9.777778,9.333334,17.333334,-7.111111,-8.444445,15.555555,17.333334,0.47067475,2.0438652
7,55.0,209.0,9,0.11111111,0.0,1.8333331,1.2952907,1.3888888,0.99814624,12.518518,10.333334,10.333334,16.88889,-6.5555553,-6.5555553,13.111111,16.88889,0.40790388,2.0992203
7,138.0,203.0,9,0.0,0.0,1.666667,1.6465453,2.2777781,1.8787308,11.259259,8.777778,8.111112,16.88889,-7.4444447,-9.444445,16.88889,16.88889,0.53894526,2.019747
7,90.0,189.0,9,0.0,0.0,0.88888884,0.7793635,1.0555555,0.82775915,12.888889,10.444445,9.444445,18.777779,-7.3333335,-10.333333,17.666666,18.777779,0.49709514,1.9855517
7,245.0,238.0,9,0.11111111,0.0,1.6666665,2.5385911,2.3333333,2.4404008,8.925926,6.3333335,6.5555553,13.888889,-7.7777777,-7.111111,14.888889,13.888889,0.59701496,2.1260629
7,58.0,217.0,9,0.0,0.0,1.3888888,1.06284,1.6666665,1.3498971,11.925926,9.777778,9.0,17.0,-6.4444447,-8.777778,15.222222,17.0,0.48659843,2.0066419
7,146.0,201.0,9,0.0,0.0,0.61111087,0.32773054,1.0555555,0.8004625,10.666667,8.666667,7.0,16.333334,-6.0,-11.0,17.0,16.333334,0.5708515,1.9092555
7,19.0,184.0,9,0.0,0.0,0.5555555,0.34426498,0.8333333,0.62360954,14.222222,12.333333,11.0,19.333334,-5.6666665,-9.666667,15.333333,19.333334,0.43115196,1.9378915
7,245.0,176.0,9,0.0,0.0,1.0000006,0.516398,1.0,0.5577736,18.481482,15.111111,17.0,23.333334,-10.111111,-4.4444447,14.555555,23.333334,0.35206997,2.332243
7,228.0,182.0,9,0.11111111,0.0,0.88888854,0.68853056,0.7777775,0.6554615,16.777779,14.555555,12.777778,23.0,-6.6666665,-12.0,18.666666,23.0,0.44435817,1.9164191
7,80.0,203.0,9,0.0,0.0,1.3888887,0.74286735,1.9444443,1.5263122,12.407408,10.0,9.0,18.222221,-7.2222223,-10.222222,17.444445,18.222221,0.5144446,1.9867483
7,184.0,197.0,9,0.0,0.0,3.0555553,3.2551951,4.5555553,2.7460418,11.962963,8.888889,9.555555,17.444445,-9.222222,-7.2222223,16.444445,17.444445,0.51518697,2.164262
7,85.0,223.0,9,0.11111111,0.0,1.7777776,1.0470417,1.9444445,1.5116831,14.740741,12.666667,11.555555,20.0,-6.2222223,-9.555555,15.777778,20.0,0.42312294,1.9665359
7,162.0,237.0,9,0.11111111,0.0,2.2777777,1.1434193,2.6666667,2.564718,13.222222,10.888889,10.0,18.777779,-7.0,-9.666667,16.666666,18.777779,0.47282594,1.9903806
7,116.0,245.0,9,0.0,0.0,2.277778,1.1626909,2.2777777,1.496911,16.37037,13.555555,14.333333,21.222221,-8.444445,-6.111111,14.555555,21.222221,0.38490298,2.1980507
7,44.0,187.0,9,0.0,0.0,1.4444448,0.3442649,0.8333335,1.0274024,15.222222,13.222222,12.777778,19.666668,-6.0,-7.3333335,13.333333,19.666668,0.35552603,2.038483
7,215.0,219.0,9,0.0,0.0,2.5555556,2.2377238,3.2222223,2.491467,13.222222,10.333334,10.222222,19.11111,-8.666667,-9.0,17.666666,19.11111,0.49459508,2.0861003
7,200.0,250.0,9,0.0,0.0,2.2777777,1.420746,1.4444445,1.0255988,9.222222,6.5555553,7.3333335,13.777778,-8.0,-5.6666665,13.666667,13.777778,0.5633903,2.1929355
7,114.0,238.0,9,0.0,0.0,1.666667,1.1352924,1.4444445,1.0680548,13.62963,11.111111,10.666667,19.11111,-7.5555553,-8.888889,16.444445,19.11111,0.46145898,2.0466826
7,30.0,251.0,9,0.0,0.0,2.444444,1.8816857,8.0,1.6055425,20.666666,21.444445,17.777779,22.777779,2.3333333,-8.666667,6.3333335,22.777779,0.23141664,1.2870604
7,34.0,164.0,9,0.0,0.0,0.888889,0.40368673,1.2777778,0.49065349,11.333333,9.222222,10.333334,14.444445,-6.3333335,-3.0,9.333333,14.444445,0.367923,2.291118
7,102.0,203.0,9,0.0,0.0,0.6666665,0.760117,1.3333331,0.8944272,9.777778,7.4444447,6.4444447,15.444445,-7.0,-10.0,17.0,15.444445,0.5918262,1.9847853
7,217.0,245.0,9,0.11111111,0.11111111,3.1666667,3.0166214,2.1666667,1.2427571,9.740741,7.4444447,7.111111,14.666667,-6.888889,-7.888889,14.777778,14.666667,0.57276654,2.0694523
7,163.0,210.0,9,0.0,0.0,1.5555555,0.5443307,1.4999999,0.9603243,11.851851,9.333334,8.888889,17.333334,-7.5555553,-8.888889,16.444445,17.333334,0.48873982,2.0437257
7,4.0,188.0,9,0.0,0.0,1.5555555,0.68853056,2.333333,0.7601162,15.740741,13.333333,14.0,19.88889,-7.2222223,-5.2222223,12.444445,19.88889,0.3424082,2.2046695
7,34.0,169.0,9,0.0,0.0,0.8333333,0.5055251,1.6111112,0.8798151,12.814815,10.666667,9.777778,18.0,-6.4444447,-9.111111,15.555555,18.0,0.46356925,1.9931829
7,47.0,209.0,9,0.0,0.0,1.7222222,1.2895589,1.388889,0.92895794,11.62963,9.555555,9.222222,16.11111,-6.2222223,-7.2222223,13.444445,16.11111,0.46432462,2.0609548
7,158.0,195.0,9,0.0,0.0,2.4444442,2.3444183,2.8333333,1.7224011,11.703704,9.444445,8.555555,17.11111,-6.7777777,-9.444445,16.222221,17.11111,0.5177167,2.011228
7,176.0,233.0,9,0.11111111,0.0,1.4444443,1.1482676,2.611111,1.90224,12.481482,10.333334,8.333334,18.777779,-6.4444447,-12.444445,18.88889,18.777779,0.554881,1.9036856
7,223.0,185.0,9,0.0,0.0,0.5,0.34960312,2.3888886,2.0807757,12.962963,11.555555,9.777778,17.555555,-4.2222223,-9.555555,13.777778,17.555555,0.44541803,1.8388497
7,10.0,223.0,9,0.11111111,0.0,1.5000001,1.0697871,3.555556,2.9489486,15.037037,13.777778,12.888889,18.444445,-3.7777777,-6.4444447,10.222222,18.444445,0.33066535,1.9109454
7,166.0,222.0,9,0.0,0.0,1.5555555,0.83444345,1.1666665,0.6236094,10.481482,8.666667,6.6666665,16.11111,-5.4444447,-11.444445,16.88889,16.11111,0.58765954,1.8704867
7,175.0,212.0,9,0.11111111,0.0,1.0000001,0.666667,1.8333334,1.345775,12.296296,10.0,9.0,17.88889,-6.888889,-9.888889,16.777779,17.88889,0.4987573,1.9744948
7,88.0,211.0,9,0.22222222,0.0,1.388889,0.87981474,2.4444444,1.4555134,10.814815,8.888889,7.6666665,15.888889,-5.7777777,-9.444445,15.222222,15.888889,0.52432793,1.9408315
7,170.0,226.0,9,0.0,0.0,1.5555553,1.4246508,2.3888888,1.2895594,11.888889,10.111111,8.0,17.555555,-5.3333335,-11.666667,17.0,17.555555,0.5483297,1.872506
7,75.0,226.0,9,0.0,0.0,2.2222226,0.6554613,1.611111,1.0201668,16.703703,15.333333,13.0,21.777779,-4.111111,-11.111111,15.222222,21.777779,0.40474883,1.8223403
7,2.0,198.0,9,0.11111111,0.0,0.888889,0.6206327,1.9444448,1.3567389,12.185185,9.666667,10.555555,16.333334,-7.5555553,-4.888889,12.444445,16.333334,0.4157716,2.2212758
7,85.0,225.0,9,0.0,0.0,1.5,1.0055401,1.6111113,1.2895594,16.185184,14.444445,12.777778,21.333334,-5.2222223,-10.222222,15.444445,21.333334,0.40115124,1.8910155
6,165.0,186.0,9,0.0,0.0,2.5555546,1.5729187,2.0,1.173788,49.51852,45.11111,61.11111,42.333336,-13.222222,34.77778,-21.555555,61.11111,0.3072572,-1.9408131
6,64.0,176.0,9,0.0,0.0,2.3333328,0.91893756,1.0000006,0.91893756,50.77778,46.0,62.333332,44.0,-14.333333,34.666668,-20.333334,62.333332,0.29405567,-1.9808797
6,200.0,189.0,9,0.0,0.0,1.1111113,1.0886619,3.1666667,1.0055408,49.666668,45.11111,60.88889,43.0,-13.666667,33.666668,-20.0,60.88889,0.2938097,-1.9732205
6,135.0,185.0,9,0.11111111,0.0,2.2222214,2.8100352,2.2777793,1.2895584,47.962963,44.11111,57.333332,42.444443,-11.555555,28.11111,-16.555555,57.333332,0.2591888,-1.9820988
6,183.0,185.0,9,0.0,0.0,2.8888881,1.4246495,5.777777,5.556445,44.962963,40.666668,55.0,39.22222,-12.888889,30.11111,-17.222221,55.0,0.28574014,-2.0049882
6,253.0,192.0,9,0.0,0.0,2.1666667,2.0083156,2.5555553,1.5444032,47.51852,42.333336,59.22222,41.0,-15.555555,35.11111,-19.555555,59.22222,0.3074729,-2.020234
6,54.0,176.0,9,0.0,0.0,2.1111126,0.68853056,2.6666672,2.6915512,50.666668,46.0,62.666668,43.333332,-14.0,36.0,-22.0,62.666668,0.30857325,-1.9514097
6,86.0,179.0,9,0.0,0.0,2.0,1.2823589,3.555556,3.0743864,50.555557,45.77778,62.11111,43.77778,-14.333333,34.666668,-20.333334,62.11111,0.29654688,-1.9786568
6,250.0,196.0,9,0.0,0.0,1.4999994,1.5018506,2.2777767,1.2186811,47.77778,42.666668,58.77778,41.88889,-15.333333,33.0,-17.666666,58.77778,0.28913772,-2.0459957
6,237.0,192.0,9,0.11111111,0.0,0.8333333,0.54772305,4.3888893,3.5239923,46.37037,41.11111,57.666668,40.333336,-15.777778,33.88889,-18.11111,57.666668,0.3026748,-2.047243
6,214.0,194.0,9,0.0,0.0,1.222222,1.0255985,3.2222226,1.6953099,45.074074,40.22222,55.444443,39.555557,-14.555555,31.11111,-16.555555,55.444443,0.29197225,-2.0469983
6,160.0,187.0,9,0.11111111,0.0,2.6111119,1.9369694,5.1111107,3.5381508,49.48148,44.666668,60.88889,42.88889,-14.444445,34.22222,-19.777779,60.88889,0.2973408,-1.9906267
6,201.0,191.0,9,0.0,0.0,1.0000006,0.76011723,2.944444,1.0201671,49.185184,44.666668,59.77778,43.11111,-13.555555,31.777779,-18.222221,59.77778,0.2788862,-1.9989927
6,217.0,195.0,9,0.0,0.0,4.2222233,3.284081,2.3888893,2.102027,45.074074,39.666668,55.555557,40.0,-16.222221,31.444445,-15.222222,55.555557,0.2929567,-2.1185718
6,185.0,188.0,9,0.0,0.0,1.7777767,1.1287484,1.9999994,1.2472184,50.185184,45.0,62.11111,43.444443,-15.555555,35.77778,-20.222221,62.11111,0.3004298,-2.0073802
6,65.0,176.0,9,0.0,0.0,2.8888886,1.4707015,1.5,1.1690452,49.74074,45.22222,61.0,43.0,-13.555555,33.77778,-20.222221,61.0,0.294787,-1.9657031
6,251.0,195.0,9,0.0,0.0,2.944444,2.8784,3.833334,2.3546653,47.925926,42.555557,59.22222,42.0,-16.11111,33.88889,-17.777779,59.22222,0.2918749,-2.0567336
6,149.0,182.0,9,0.11111111,0.0,3.1111126,3.2087827,7.0,5.6489916,39.851852,37.22222,47.333332,35.0,-7.888889,22.444445,-14.555555,47.333332,0.24779001,-1.8682772
6,171.0,187.0,9,0.0,0.11111111,2.9444454,1.7309813,2.6666672,2.4312778,48.37037,43.333332,60.11111,41.666668,-15.111111,35.22222,-20.11111,60.11111,0.3067255,-1.9985466
6,249.0,200.0,9,0.0,0.0,2.5555546,2.6218467,2.5,1.2064643,45.296295,40.666668,55.77778,39.444443,-13.888889,31.444445,-17.555555,55.77778,0.29278436,-2.0166461
6,24.0,172.0,9,0.0,0.0,1.166667,0.9128703,9.777778,5.455545,42.037037,38.0,50.333332,37.77778,-12.111111,24.88889,-12.777778,50.333332,0.24983571,-2.143718
6,129.0,184.0,9,0.11111111,0.0,2.222222,0.91084087,3.6111114,1.8186271,45.22222,41.77778,54.444443,39.444443,-10.333333,27.666666,-17.333334,54.444443,0.2758183,-1.9301959
6,77.0,177.0,9,0.0,0.0,1.3333327,1.3333344,2.1666672,1.9748423,48.407406,44.22222,59.333332,41.666668,-12.555555,32.77778,-20.222221,59.333332,0.29743084,-1.9404231
6,189.0,187.0,9,0.0,0.0,1.2222227,1.0036974,3.0555553,2.3890193,48.51852,44.11111,59.88889,41.555557,-13.222222,34.11111,-20.88889,59.88889,0.30575457,-1.9474715
6,53.0,176.0,9,0.0,0.0,1.9444453,0.8798155,1.5555559,1.9962938,50.296295,45.444443,62.11111,43.333332,-14.555555,35.444443,-20.88889,62.11111,0.3024212,-1.9775702
6,223.0,190.0,9,0.0,0.0,1.9999994,1.0327959,2.055556,1.4669192,46.88889,42.0,57.77778,40.88889,-14.666667,32.666668,-18.0,57.77778,0.29222646,-2.0251334
6,188.0,190.0,9,0.0,0.0,1.9444447,0.9756285,2.055556,1.103865,48.88889,44.22222,60.0,42.444443,-14.0,33.333332,-19.333334,60.0,0.29230747,-1.9863075
6,205.0,190.0,9,0.0,0.0,1.2777773,0.9981452,1.6111107,1.1238158,49.48148,44.77778,60.666668,43.0,-14.111111,33.555557,-19.444445,60.666668,0.29078844,-1.9875989
6,214.0,195.0,9,0.0,0.0,0.8333333,0.6582802,2.0,0.9660913,46.555557,41.11111,57.333332,41.22222,-16.333334,32.333332,-16.0,57.333332,0.2902986,-2.1013772
6,147.0,182.0,9,0.0,0.0,2.2777786,1.7051128,2.9444447,1.5974519,43.592594,40.333336,52.555557,37.88889,-9.777778,26.88889,-17.11111,52.555557,0.27866945,-1.9191672
6,70.0,177.0,9,0.0,0.0,2.166666,1.0697887,1.666666,1.173788,49.444443,45.0,61.0,42.333336,-13.333333,34.666668,-21.333334,61.0,0.30596185,-1.9426625
6,173.0,190.0,9,0.11111111,0.0,2.3333328,2.5647182,1.5555559,1.2049291,50.444443,44.88889,62.333332,44.11111,-16.666666,35.666668,-19.0,62.333332,0.2921254,-2.048697
6,215.0,193.0,9,0.0,0.0,1.9999994,0.5163988,4.8333335,1.2952919,45.22222,40.88889,55.333332,39.444443,-13.0,30.333334,-17.333334,55.333332,0.28924206,-2.0001178
6,168.0,184.0,9,0.0,0.0,4.6666665,1.5202329,5.8333325,1.8104627,48.25926,43.88889,58.666668,42.22222,-13.111111,31.222221,-18.11111,58.666668,0.2781955,-1.9867758
6,227.0,196.0,9,0.0,0.0,2.6111114,2.360949,3.5555565,1.6953094,47.185184,42.11111,58.22222,41.22222,-15.222222,33.11111,-17.88889,58.22222,0.2924689,-2.0394914
6,202.0,193.0,9,0.0,0.0,1.111112,0.7503075,3.3888881,2.489236,41.703705,37.88889,50.666668,36.555557,-11.444445,26.88889,-15.444445,50.666668,0.27838665,-1.9929975
6,185.0,186.0,9,0.0,0.0,2.1666667,1.8589127,2.9999993,1.3498974,48.22222,44.0,58.88889,41.77778,-12.666667,32.0,-19.333334,58.88889,0.29042712,-1.9560229