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!

4,118.0,111.0,9,0.0,0.0,1.2222227,1.0470412,0.55555534,0.27216536,62.25926,56.444443,75.333336,55.0,-17.444445,39.22222,-21.777779,75.333336,0.2692176,-2.014126
4,78.0,85.0,9,0.0,0.0,5.4999995,2.105549,6.4999995,4.5983086,48.88889,42.444443,61.555557,42.666668,-19.333334,38.0,-18.666666,61.555557,0.31522787,-2.0973632
4,2.0,95.0,9,0.11111111,0.0,2.0555565,1.3402592,0.88889056,0.91084033,55.62963,47.444443,71.66667,47.77778,-24.555555,48.11111,-23.555555,71.66667,0.3377558,-2.1078582
4,114.0,145.0,9,0.11111111,0.0,2.166666,1.3123348,0.99999934,0.6992059,61.11111,52.444443,76.77778,54.11111,-26.0,47.0,-21.0,76.77778,0.31713998,-2.1661513
4,141.0,17.0,9,0.11111111,0.22222222,3.7222226,4.4493027,5.0,2.319004,44.592594,40.333336,54.0,39.444443,-12.777778,28.222221,-15.444445,54.0,0.26818594,-2.030048
4,22.0,125.0,9,0.0,0.0,2.277778,1.8063672,2.4444447,1.3443986,58.22222,50.22222,73.77778,50.666668,-24.0,46.666668,-22.666666,73.77778,0.32390848,-2.1127234
4,229.0,102.0,9,0.0,0.0,0.88888866,0.7200823,7.944444,5.425934,42.77778,37.0,54.444443,36.88889,-17.333334,35.0,-17.666666,54.444443,0.31827116,-2.0885792
4,230.0,117.0,9,0.0,0.0,3.2777786,0.92895794,1.4444433,0.86066324,39.037037,33.555557,49.77778,33.77778,-16.444445,32.22222,-15.777778,49.77778,0.33502588,-2.1062348
4,80.0,77.0,9,0.0,0.0,1.388888,1.0628399,0.6666667,0.5577739,59.11111,51.11111,74.0,52.22222,-24.0,44.666668,-20.666666,74.0,0.31068987,-2.1430485
4,248.0,103.0,9,0.0,0.0,0.9444434,0.57413447,1.1111113,0.9349196,35.62963,30.777779,45.22222,30.88889,-14.555555,28.777779,-14.222222,45.22222,0.32391465,-2.1026068
4,228.0,22.0,9,0.0,0.0,1.1111107,0.8606628,1.3888887,0.9756292,49.666668,42.77778,62.88889,43.333332,-20.666666,39.666668,-19.0,62.88889,0.3194739,-2.123537
4,228.0,42.0,9,0.11111111,0.0,2.055556,1.5551584,4.333334,2.2310944,44.555557,39.555557,54.11111,40.0,-15.0,28.666666,-13.666667,54.11111,0.27157217,-2.120131
4,109.0,111.0,9,0.0,0.0,1.4444447,1.0886633,1.5000006,1.471961,57.77778,51.333332,71.66667,50.333332,-19.333334,41.666668,-22.333334,71.66667,0.29889232,-2.045165
4,19.0,62.0,9,0.0,0.0,11.222222,0.8860996,0.6666667,0.36514628,62.814816,53.77778,80.0,54.666668,-27.11111,51.555557,-24.444445,80.0,0.32936445,-2.1262069
4,78.0,128.0,9,0.0,0.0,1.1666673,0.88819444,1.388888,1.1238163,49.925926,42.666668,64.22222,42.88889,-21.777779,42.88889,-21.11111,64.22222,0.34023675,-2.1024415
4,170.0,121.0,9,0.0,0.0,2.166667,1.8348485,2.7222223,1.9254632,32.37037,28.666666,40.555557,27.88889,-11.111111,24.555555,-13.444445,40.555557,0.3134271,-2.0242684
4,58.0,48.0,9,0.0,0.0,2.277778,0.250925,0.27777734,0.25092447,40.851852,35.444447,52.444443,34.666668,-16.222221,34.77778,-18.555555,52.444443,0.33911672,-2.0487316
4,179.0,133.0,9,0.0,0.0,2.3888886,2.3796985,0.8888893,0.7503084,36.77778,32.0,46.333332,32.0,-14.333333,28.666666,-14.333333,46.333332,0.3133975,-2.091572
4,103.0,65.0,9,0.0,0.0,1.277778,1.0835457,1.2222214,0.91083974,60.148148,53.77778,73.888885,52.77778,-19.11111,41.22222,-22.11111,73.888885,0.2870454,-2.0419006
4,114.0,129.0,9,0.11111111,0.0,2.055556,1.1434174,0.77777606,0.88610685,62.407406,54.22222,78.0,55.0,-24.555555,46.77778,-22.222221,78.0,0.30597952,-2.1269891
4,11.0,62.0,9,0.0,0.0,0.88889056,0.5018489,0.72222394,0.3896814,66.77778,57.444443,84.66667,58.22222,-28.0,53.666668,-25.666666,84.66667,0.3227603,-2.124459
4,41.0,101.0,9,0.0,0.0,1.7222214,0.9289575,2.0555542,1.5551577,64.37037,56.88889,79.44444,56.77778,-22.444445,45.22222,-22.777779,79.44444,0.28936154,-2.0895698
4,121.0,102.0,9,0.11111111,0.0,2.9444435,1.8549231,1.222222,0.86066246,51.666668,47.11111,62.333332,45.555557,-13.666667,32.0,-18.333334,62.333332,0.2694,-1.9948803
4,220.0,111.0,9,0.0,0.0,2.555555,1.6555178,2.2777774,1.5974522,29.592592,25.444445,38.22222,25.11111,-12.444445,25.88889,-13.444445,38.22222,0.34932512,-2.064723
4,219.0,132.0,9,0.0,0.0,1.4444447,0.65546167,1.1111107,0.7503098,35.22222,29.555555,45.666668,30.444445,-17.0,31.333334,-14.333333,45.666668,0.35474625,-2.1469688
4,241.0,70.0,9,0.0,0.0,1.0555559,0.71232605,4.1111107,2.7541208,39.962963,36.444443,48.333332,35.11111,-10.555555,25.11111,-14.555555,48.333332,0.27405116,-1.9904121
4,186.0,98.0,9,0.0,0.0,1.2777783,1.1816506,5.944444,3.0798028,33.962963,31.0,41.0,29.88889,-8.888889,21.11111,-12.222222,41.0,0.2656978,-1.9603096
4,209.0,70.0,9,0.0,0.11111111,2.222223,1.8216797,8.777778,3.4619644,36.74074,33.666668,44.444443,32.11111,-9.222222,23.11111,-13.888889,44.444443,0.27335805,-1.9605819
4,54.0,133.0,9,0.0,0.0,4.3888893,1.705111,1.2777773,1.2186816,21.444445,19.88889,25.777779,18.666668,-4.6666665,13.0,-8.333333,25.777779,0.27027062,-1.9038104
4,91.0,64.0,9,0.0,0.0,0.94444466,0.71232474,1.0555559,1.0201671,62.0,53.666668,78.111115,54.22222,-25.0,48.333332,-23.333334,78.111115,0.31425992,-2.1180868
4,22.0,87.0,9,0.0,0.0,1.8888899,1.2590423,1.1666666,0.62361073,64.03704,55.77778,80.333336,56.0,-24.777779,48.88889,-24.11111,80.333336,0.30969977,-2.105073
4,87.0,146.0,9,0.0,0.0,0.944444,0.6116159,5.111111,4.712474,43.148148,36.88889,55.88889,36.666668,-18.777779,38.22222,-19.444445,55.88889,0.34745374,-2.0818424
4,54.0,126.0,9,0.11111111,0.0,2.7777774,2.6970487,3.3888886,2.2746582,23.296297,21.0,28.88889,20.0,-6.888889,16.777779,-9.888889,28.88889,0.3057855,-1.9687403
4,38.0,94.0,9,0.11111111,0.0,1.3888906,1.0417213,0.88888806,0.7793629,68.111115,61.11111,82.66667,60.555557,-21.0,43.666668,-22.666666,82.66667,0.26725835,-2.0685365
4,147.0,34.0,9,0.0,0.0,4.611111,4.154872,0.7777786,0.7793621,47.592594,41.11111,60.0,41.666668,-19.444445,37.22222,-17.777779,60.0,0.3175422,-2.1228747
4,112.0,38.0,9,0.0,0.0,11.055554,11.074329,1.111112,1.0680542,64.62963,58.22222,78.44444,57.22222,-19.222221,41.444443,-22.222221,78.44444,0.27165923,-2.0388238
4,151.0,101.0,9,0.0,0.0,9.611111,6.5367904,0.5,0.34960347,31.185184,27.222221,39.444443,26.88889,-11.888889,24.777779,-12.888889,39.444443,0.32728764,-2.05839
4,169.0,131.0,9,0.0,0.0,2.3888886,1.8668654,9.222222,2.1152062,35.703705,30.666666,45.77778,30.666666,-15.111111,30.222221,-15.111111,45.77778,0.33861881,-2.0891855
4,70.0,38.0,9,0.0,0.0,1.2222227,0.2721662,1.0000006,0.76011634,58.0,50.0,74.333336,49.666668,-24.0,49.0,-25.0,74.333336,0.33601543,-2.0785036
4,47.0,96.0,9,0.0,0.0,0.94444466,0.5741338,0.8333333,0.75277233,61.925926,54.444443,77.0,54.333332,-22.444445,45.22222,-22.777779,77.0,0.29722086,-2.0891051
4,109.0,100.0,9,0.0,0.0,0.944444,0.49065506,0.44444466,0.40368706,57.148148,51.555557,69.66667,50.22222,-16.777779,37.555557,-20.777779,69.66667,0.27896288,-2.024061
4,136.0,45.0,9,0.0,0.0,1.222222,1.5444059,2.0555553,1.5263131,53.074074,48.11111,63.77778,47.333332,-14.888889,32.11111,-17.222221,63.77778,0.25936732,-2.0459049
4,93.0,67.0,9,0.0,0.0,1.7222208,1.3891102,1.4999994,1.1879022,60.74074,53.0,75.888885,53.333332,-23.222221,45.444443,-22.222221,75.888885,0.303044,-2.109804
4,53.0,42.0,9,0.0,0.0,3.2777774,0.71232545,0.611111,0.534027,28.25926,24.444445,36.22222,24.11111,-11.444445,23.88889,-12.444445,36.22222,0.33789337,-2.0610058
4,191.0,107.0,9,0.0,0.0,2.0555553,1.5263124,10.333333,3.0110908,29.222221,26.88889,35.88889,24.88889,-7.0,20.0,-13.0,35.88889,0.31155226,-1.8771589
4,39.0,17.0,9,0.0,0.0,1.1111107,1.0886621,0.88889056,0.8073737,71.18519,63.333332,87.333336,62.88889,-23.555555,48.444443,-24.88889,87.333336,0.2848739,-2.0751612
4,19.0,102.0,9,0.0,0.0,3.88889,1.5006163,1.1666666,0.62360954,58.37037,50.666668,73.44444,51.0,-23.11111,45.22222,-22.11111,73.44444,0.317014,-2.1020474
4,92.0,89.0,9,0.0,0.0,1.9999994,1.2649107,1.2222214,0.95839226,58.925926,51.0,74.44444,51.333332,-23.777779,46.555557,-22.777779,74.44444,0.31787068,-2.1087568
4,79.0,28.0,9,0.0,0.0,4.277777,3.7618961,0.8333333,0.6582806,62.407406,53.444443,79.111115,54.666668,-26.88889,50.11111,-23.222221,79.111115,0.32455578,-2.1445074
4,116.0,125.0,9,0.0,0.0,2.8333333,0.7226492,2.0555546,0.5741333,60.925926,52.555557,76.44444,53.77778,-25.11111,46.555557,-21.444445,76.44444,0.3172057,-2.1450453
4,109.0,76.0,9,0.0,0.0,1.5000006,0.69121444,0.3888887,0.32773072,51.77778,47.666668,61.555557,46.11111,-12.333333,29.333334,-17.0,61.555557,0.25070548,-1.9899223
4,32.0,88.0,9,0.0,0.0,0.83333206,0.34960276,1.111112,0.72008145,67.25926,57.88889,85.0,58.88889,-28.11111,53.22222,-25.11111,85.0,0.32012162,-2.1320271
4,113.0,123.0,9,0.11111111,0.0,1.4444441,0.6206331,1.9444441,1.7180963,59.333332,51.88889,73.77778,52.333332,-22.333334,43.333332,-21.0,73.77778,0.29916364,-2.1119413
4,118.0,21.0,9,0.0,0.0,4.8333344,4.5740814,1.277778,1.0628413,65.888885,59.333332,79.22222,59.11111,-19.666666,40.0,-20.333334,79.22222,0.2570597,-2.072158
4,238.0,73.0,9,0.0,0.0,2.277776,1.4050171,1.5,0.7817362,43.51852,38.77778,53.0,38.77778,-14.222222,28.444445,-14.222222,53.0,0.27433428,-2.0964146
4,178.0,25.0,9,0.0,0.0,0.7222214,0.32773143,1.5555559,1.2412641,44.814816,39.555557,55.0,39.88889,-15.777778,30.555555,-14.777778,55.0,0.2845817,-2.1188104
4,227.0,44.0,9,0.11111111,0.0,0.55555534,0.403687,1.6111094,0.99814636,47.814816,42.88889,58.0,42.555557,-14.777778,30.555555,-15.777778,58.0,0.27198678,-2.0704656
4,24.0,93.0,9,0.0,0.0,1.6111094,0.7722033,2.0555553,1.7309806,62.851852,54.77778,79.22222,54.555557,-24.222221,49.11111,-24.88889,79.22222,0.3155379,-2.0837152
4,193.0,125.0,9,0.0,0.0,5.055556,2.550962,1.9444447,1.8787314,37.444443,32.333336,47.555557,32.444447,-15.333333,30.333334,-15.0,47.555557,0.3218254,-2.1006875
4,224.0,124.0,9,0.0,0.0,1.5555559,1.2938598,1.8888887,1.186342,43.51852,36.77778,56.333332,37.444443,-20.222221,38.444443,-18.222221,56.333332,0.3480217,-2.1278005
4,120.0,108.0,9,0.0,0.0,4.611111,3.498677,1.666666,1.5634735,58.074074,52.666668,69.55556,52.0,-16.222221,34.444443,-18.222221,69.55556,0.25245842,-2.0538688
4,158.0,76.0,9,0.0,0.0,0.833333,0.65828085,3.277778,3.065339,34.851852,31.88889,42.0,30.666666,-8.888889,21.444445,-12.555555,42.0,0.2703099,-1.9814991
4,55.0,145.0,9,0.0,0.0,5.0555553,2.9770727,1.0,0.4216377,26.777779,24.222221,33.333336,22.777779,-7.6666665,19.666666,-12.0,33.333336,0.31533822,-1.934686
4,75.0,90.0,9,0.11111111,0.0,4.1666675,3.0018506,2.8333333,2.7708795,48.22222,41.22222,61.444443,42.0,-21.0,39.666668,-18.666666,61.444443,0.32763156,-2.1318614
4,104.0,112.0,9,0.0,0.0,0.6111107,0.25092375,1.0555559,0.71232516,59.148148,52.22222,73.333336,51.88889,-20.777779,42.555557,-21.777779,73.333336,0.29368052,-2.0784628
4,144.0,35.0,9,0.0,0.0,2.3333328,2.0330596,2.055556,1.7309813,37.592594,32.333336,47.444443,33.0,-15.777778,29.555555,-13.777778,47.444443,0.3197136,-2.138762
4,94.0,104.0,9,0.0,0.0,6.6111107,1.420747,1.0000013,0.5163988,55.74074,48.88889,69.55556,48.77778,-20.555555,41.444443,-20.88889,69.55556,0.30307138,-2.0854902
4,40.0,17.0,9,0.0,0.0,1.2777761,0.95258045,1.4444453,1.1088861,70.51852,62.444443,86.55556,62.555557,-24.222221,48.11111,-23.88889,86.55556,0.28623843,-2.098521
4,105.0,111.0,9,0.0,0.0,0.3888887,0.38968194,1.0555559,0.44305268,60.185184,53.22222,74.888885,52.444443,-20.88889,44.11111,-23.222221,74.888885,0.29966387,-2.0580003
4,140.0,116.0,9,0.11111111,0.0,1.777778,1.2232317,0.55555534,0.501848,46.814816,42.333336,56.555557,41.555557,-13.444445,29.222221,-15.777778,56.555557,0.26456326,-2.0386236
4,130.0,32.0,9,0.0,0.0,1.1111113,1.047041,0.83333397,0.83665866,59.48148,54.22222,70.88889,53.333332,-15.777778,34.22222,-18.444445,70.88889,0.24900064,-2.042422
4,102.0,158.0,9,0.22222222,0.0,2.2777774,2.1230664,1.8333334,1.0488074,39.333332,35.555557,47.444443,35.0,-11.333333,24.333334,-13.0,47.444443,0.26415184,-2.049172
4,236.0,117.0,9,0.0,0.0,0.7777786,0.40368706,1.277778,0.74286777,45.88889,39.555557,58.444443,39.666668,-19.0,37.666668,-18.666666,58.444443,0.33047688,-2.0994802
4,23.0,25.0,9,0.0,0.0,1.1111094,0.7503052,0.6111107,0.64692986,70.44444,60.666668,89.0,61.666668,-29.333334,55.666668,-26.333334,89.0,0.3181906,-2.1304197
4,83.0,143.0,9,0.0,0.0,1.2777767,1.1038657,1.2222214,0.54433095,50.37037,43.0,64.77778,43.333332,-22.11111,43.22222,-21.11111,64.77778,0.3412286,-2.1089952
4,74.0,64.0,9,0.0,0.0,1.8333327,1.2064646,2.0,1.1155467,56.592594,49.666668,71.0,49.11111,-20.777779,43.22222,-22.444445,71.0,0.3130033,-2.0671675
4,48.0,139.0,9,0.0,0.0,2.4444447,1.6821502,1.833334,1.048809,48.22222,42.555557,60.444443,41.666668,-17.0,36.666668,-19.666666,60.444443,0.3108182,-2.0442379
4,153.0,116.0,9,0.0,0.0,3.2777777,2.4713163,1.1111107,0.8344438,29.444445,25.0,38.333336,25.0,-13.333333,26.666666,-13.333333,38.333336,0.35575584,-2.0907812
4,67.0,34.0,9,0.0,0.0,1.1111113,1.2232314,0.555556,0.5837306,54.25926,46.22222,70.333336,46.22222,-24.11111,48.22222,-24.11111,70.333336,0.34747013,-2.0945199
4,51.0,64.0,9,0.0,0.0,17.5,1.206455,0.6666673,0.6992055,40.0,35.22222,50.11111,34.666668,-14.333333,30.333334,-16.0,50.11111,0.31010145,-2.030269
4,97.0,46.0,9,0.0,0.0,1.6666673,1.6193271,2.2222207,1.4089662,62.333332,53.22222,79.111115,54.666668,-27.333334,50.333332,-23.0,79.111115,0.32671866,-2.1523037
4,76.0,134.0,9,0.11111111,0.0,2.5555546,1.4401643,1.4444441,0.54433167,48.925926,41.88889,63.11111,41.77778,-21.11111,42.555557,-21.444445,63.11111,0.3411113,-2.0869143
4,34.0,116.0,9,0.0,0.0,5.777778,4.405383,0.49999872,0.27888796,61.0,52.444443,76.44444,54.11111,-25.666666,46.333332,-20.666666,76.44444,0.31323463,-2.1617932
4,20.0,122.0,9,0.0,0.0,1.5555547,1.1863433,1.7777773,1.4857366,60.74074,51.555557,78.22222,52.444443,-27.555555,52.444443,-24.88889,78.22222,0.34236288,-2.1284232
4,94.0,80.0,9,0.0,0.0,2.1666653,1.1879028,0.83333397,0.50552523,58.333332,51.22222,72.111115,51.666668,-21.333334,41.333332,-20.0,72.111115,0.2908336,-2.1163511