data.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!

1,140.0,125.0,9,0.0,0.0,0.2777779,0.06296301,0.66666675,0.31111118,6.185185,7.3333335,7.6666665,3.5555556,3.4444444,4.4444447,-7.888889,7.7777777,0.5456349,-1.1218182
1,188.0,133.0,9,0.0,0.0,0.33333334,0.26666674,0.5,0.077777736,6.6666665,8.333334,7.7777777,3.8888888,5.0,3.3333333,-8.333333,8.444445,0.53858024,-0.92481726
1,105.0,139.0,9,0.0,0.0,0.27777782,0.107407436,0.83333325,0.52222216,6.111111,7.5555553,7.2222223,3.5555556,4.3333335,3.3333333,-7.6666665,7.5555553,0.5326279,-0.96594584
1,34.0,137.0,9,0.0,0.0,0.5000002,0.16666673,1.111111,0.47407418,5.851852,7.7777777,6.4444447,3.3333333,5.7777777,1.7777778,-7.5555553,7.7777777,0.57363313,-0.74427164
1,39.0,111.0,9,0.0,0.0,0.72222227,0.37407416,0.8888889,0.4296295,6.037037,7.0,7.6666665,3.4444444,2.8888888,4.888889,-7.7777777,7.888889,0.56291884,-1.1757725
1,16.0,128.0,9,0.0,0.0,0.5,0.077777766,0.66666675,0.31111118,5.5555553,6.888889,6.6666665,3.1111112,4.0,3.3333333,-7.3333335,7.111111,0.56150794,-0.98581076
1,26.0,67.0,9,0.11111111,0.0,1.0,0.8888903,2.4444447,3.1851847,20.0,19.555555,25.88889,14.555555,-1.3333334,17.666666,-16.333334,25.88889,0.4369392,-1.6232022
1,14.0,110.0,9,0.0,0.0,1.7222224,5.3518505,2.6666667,1.0222229,17.925926,18.88889,21.444445,13.444445,2.8888888,10.555555,-13.444445,21.444445,0.36884832,-1.3450956
1,11.0,108.0,9,0.0,0.0,1.3333335,0.80000025,1.3888888,0.95185167,17.666666,19.0,21.11111,12.888889,4.0,10.333333,-14.333333,21.11111,0.38875645,-1.3021333
1,85.0,101.0,9,0.0,0.0,1.3333334,1.2888881,1.2777777,1.2185181,21.296297,21.222221,26.777779,15.888889,-0.22222222,16.444445,-16.222221,26.777779,0.4047922,-1.5585992
1,18.0,145.0,9,0.0,0.0,0.38888896,0.018518496,0.6111111,0.3740741,3.925926,5.5555553,4.0,2.2222223,4.888889,0.22222222,-5.111111,5.5555553,0.6005291,-0.57094
1,23.0,55.0,9,0.0,0.0,2.2222216,3.6740727,1.7777773,0.7851852,23.444445,21.666666,31.11111,17.555555,-5.3333335,23.0,-17.666666,31.11111,0.43507022,-1.7711632
1,196.0,129.0,9,0.0,0.0,0.83333325,0.43333334,0.6666667,0.17777774,6.3333335,7.888889,7.3333335,3.7777777,4.6666665,3.0,-7.6666665,8.222222,0.54012346,-0.9327826
1,80.0,116.0,9,0.0,0.0,1.5,1.6333328,1.5555557,0.87407404,21.703703,21.222221,27.555555,16.333334,-1.4444444,17.555555,-16.11111,27.555555,0.40736422,-1.6322426
1,2.0,44.0,9,0.0,0.0,2.1666672,2.3888876,2.3888896,1.5296285,18.74074,17.333334,25.222221,13.666667,-4.2222223,19.444445,-15.222222,25.222221,0.45768142,-1.7537255
1,120.0,136.0,9,0.0,0.0,0.61111116,0.4185187,1.0000001,0.4444444,6.259259,7.7777777,7.2222223,3.7777777,4.5555553,2.8888888,-7.4444447,8.0,0.52954143,-0.92460656
1,146.0,124.0,9,0.0,0.0,0.4999999,0.16666664,0.38888875,0.107407376,6.037037,7.4444447,7.3333335,3.3333333,4.2222223,3.8888888,-8.111111,7.6666665,0.56349206,-1.0247301
1,23.0,85.0,9,0.0,0.0,1.4444445,1.0518525,1.777778,0.96296287,17.962963,18.88889,21.88889,13.111111,2.7777777,11.777778,-14.555555,21.88889,0.39975148,-1.386867
1,138.0,116.0,9,0.0,0.0,0.6111111,0.15185188,0.4444445,0.20740739,6.4814816,7.5555553,8.222222,3.6666667,3.2222223,5.2222223,-8.444445,8.333334,0.5591711,-1.1910701
1,229.0,124.0,9,0.0,0.0,0.888889,0.074073985,0.8888889,0.3407407,5.888889,7.111111,7.111111,3.4444444,3.6666667,3.6666667,-7.3333335,7.5555553,0.5458554,-1.0376626
1,22.0,116.0,9,0.0,0.0,0.38888875,0.10740741,0.33333325,0.13333334,5.6296296,6.7777777,7.0,3.1111112,3.4444444,4.111111,-7.5555553,7.3333335,0.57539684,-1.0996237
1,121.0,60.0,9,0.0,0.0,2.277778,2.329629,2.888889,2.8740742,26.74074,24.666666,35.22222,20.333334,-6.2222223,25.444445,-19.222221,35.22222,0.4223002,-1.776113
1,33.0,149.0,9,0.0,0.0,0.5555556,0.25185165,0.72222227,0.15185171,5.4444447,4.111111,8.666667,3.5555556,-4.0,9.666667,-5.6666665,8.666667,0.5783389,-1.9857028
1,80.0,95.0,9,0.0,0.0,1.2222223,1.0074079,0.944444,0.5518514,21.407408,21.333334,26.666666,16.222223,-0.22222222,15.777778,-15.555555,26.666666,0.39043593,-1.5673273
1,96.0,84.0,9,0.0,0.0,1.5000004,1.2777773,1.6111107,2.2851882,23.851852,23.555555,30.0,18.0,-0.8888889,18.444445,-17.555555,30.0,0.39879107,-1.598867
1,145.0,102.0,9,0.0,0.0,0.88888866,0.6074083,2.611111,1.4851857,23.074074,22.11111,29.777779,17.333334,-2.8888888,20.11111,-17.222221,29.777779,0.41776258,-1.6854404
1,18.0,138.0,9,0.0,0.0,0.88888884,0.5629629,0.83333325,0.29999986,5.740741,7.3333335,6.5555553,3.3333333,4.7777777,2.4444444,-7.2222223,7.3333335,0.5438712,-0.8621077
1,138.0,133.0,9,0.0,0.0,0.6666667,0.44444433,1.1666666,0.21111093,6.4444447,7.7777777,7.888889,3.6666667,4.0,4.3333335,-8.333333,8.222222,0.5582011,-1.0776595
1,121.0,113.0,9,0.0,0.0,1.722222,1.5296303,2.944444,1.5296295,20.25926,20.0,25.444445,15.333333,-0.7777778,15.555555,-14.777778,25.444445,0.39658895,-1.5856091
1,95.0,57.0,9,0.0,0.0,1.8333327,3.4111106,2.1111107,1.7185175,26.296297,24.666666,34.444447,19.777779,-4.888889,24.444445,-19.555555,34.444447,0.42569095,-1.7390174
2,140.0,25.0,9,0.0,0.0,0.99999875,1.4666697,1.1111107,0.118517555,128.0,117.77778,142.33334,123.888885,-30.666666,43.0,-12.333333,142.33334,0.17250364,-2.3545518
2,142.0,33.0,9,0.0,0.0,0.49999872,0.62360865,0.50000125,0.3496027,110.59259,96.77778,128.66667,106.333336,-41.444443,54.22222,-12.777778,128.66667,0.24777646,-2.4080186
2,66.0,41.0,9,0.0,0.0,0.61111194,0.32773077,0.38889185,0.32773316,109.703705,95.111115,128.88889,105.111115,-43.77778,57.555557,-13.777778,128.88889,0.26204562,-2.404745
2,165.0,99.0,9,0.0,0.0,0.88889056,0.47407392,0.7777786,0.47407353,93.40741,79.0,118.0,83.22222,-43.22222,73.77778,-30.555555,118.0,0.33041757,-2.2077565
2,228.0,20.0,9,0.0,0.0,1.0555547,0.49065518,0.8333333,0.7527733,125.0,114.0,140.55556,120.44444,-33.0,46.666668,-13.666667,140.55556,0.18889166,-2.348006
2,124.0,29.0,9,0.0,0.0,1.0000013,0.7111076,1.0555534,0.90741664,128.44444,119.22222,142.88889,123.22222,-27.666666,43.333332,-15.666667,142.88889,0.16561614,-2.271128
2,156.0,32.0,9,0.0,0.0,0.77777356,0.16296418,2.6111095,1.0407379,136.2963,129.77779,146.33334,132.77779,-19.555555,30.11111,-10.555555,146.33334,0.113055356,-2.280755
2,21.0,90.0,9,0.0,0.0,0.66666794,0.044444147,0.7777786,0.56296283,113.48148,105.888885,128.55556,106.0,-22.777779,45.22222,-22.444445,128.55556,0.17969723,-2.0978148
2,8.0,39.0,9,0.11111111,0.0,1.3888906,1.129629,1.8333334,0.699999,113.37037,102.55556,132.0,105.55556,-32.444443,55.88889,-23.444445,132.0,0.22295359,-2.1981578
2,122.0,11.0,9,0.0,0.0,1.0,0.31111577,2.8888905,5.051852,143.44444,136.88889,150.88889,142.55556,-19.666666,22.333334,-2.6666667,150.88889,0.09277301,-2.5216477
2,44.0,79.0,9,0.0,0.0,0.44444403,0.34426486,0.7777786,0.4036864,107.74074,93.888885,126.55556,102.77778,-41.555557,56.444443,-14.888889,126.55556,0.2580791,-2.3779652
2,7.0,18.0,9,0.0,0.0,1.2777786,0.7296265,0.9444453,0.37407914,138.62962,133.33334,147.55556,135.0,-15.888889,26.777779,-10.888889,147.55556,0.096352234,-2.2146115
2,188.0,42.0,9,0.0,0.0,0.7777786,0.5443299,1.6666679,1.2649081,108.92593,95.666664,126.22222,104.888885,-39.77778,51.88889,-12.111111,126.22222,0.24193405,-2.4103878
2,152.0,18.0,9,0.0,0.0,0.7777774,0.4554219,0.55555725,0.2721644,112.111115,97.22222,130.44444,108.666664,-44.666668,55.0,-10.333333,130.44444,0.2546684,-2.45498
2,120.0,74.0,9,0.0,0.0,0.3333346,0.08888922,0.50000125,0.07777796,101.85185,89.111115,123.22222,93.22222,-38.22222,64.111115,-25.88889,123.22222,0.2767844,-2.2205532
2,143.0,24.0,9,0.0,0.0,1.2777773,0.9074056,0.88888806,1.1407489,127.62963,117.666664,141.66667,123.55556,-29.88889,42.11111,-12.222222,141.66667,0.16939692,-2.349252
2,181.0,27.0,9,0.0,0.0,0.7222214,0.46296388,0.5,0.25555483,138.07408,132.55556,146.55556,135.11111,-16.555555,25.444445,-8.888889,146.55556,0.09626316,-2.2645319
2,107.0,21.0,9,0.0,0.0,0.66666156,0.51639783,1.1666666,0.4082483,126.77778,115.77778,141.88889,122.666664,-33.0,45.333332,-12.333333,141.88889,0.18402189,-2.3703718
2,226.0,83.0,9,0.0,0.0,0.8888893,0.5185186,1.0555521,0.50740635,90.62963,74.55556,116.888885,80.44444,-48.22222,78.77778,-30.555555,116.888885,0.36206177,-2.2390528
2,93.0,29.0,9,0.0,0.0,1.2222239,1.2296363,1.3888906,1.5740819,128.48148,119.0,142.77777,123.666664,-28.444445,42.88889,-14.444445,142.77777,0.16648434,-2.2977605
2,60.0,52.0,9,0.0,0.0,0.7222226,0.5963011,0.7777774,0.7407436,111.62963,101.0,129.22223,104.666664,-31.88889,52.77778,-20.88889,129.22223,0.21837935,-2.2296848
2,179.0,101.0,9,0.0,0.0,0.44444785,0.3851871,0.61110944,0.32963282,134.92592,126.44444,147.22223,131.11111,-25.444445,36.88889,-11.444445,147.22223,0.14110672,-2.3287346
2,112.0,30.0,9,0.0,0.0,0.55555725,0.2721644,1.2222227,0.7200825,113.25926,100.77778,130.11111,108.888885,-37.444443,50.555557,-13.111111,130.11111,0.22538376,-2.3853076
2,103.0,64.0,9,0.0,0.0,0.6666667,0.6992054,1.3333308,0.91893595,108.77778,96.333336,126.22222,103.77778,-37.333332,52.333332,-15.0,126.22222,0.2367968,-2.3554425
2,174.0,50.0,9,0.0,0.0,1.0000013,0.7601153,0.9444453,0.9525792,107.44444,94.666664,125.77778,101.888885,-38.333332,55.0,-16.666666,125.77778,0.2473368,-2.3372955
2,80.0,40.0,9,0.0,0.0,0.6111107,0.5741323,0.7222226,0.7722025,110.703705,96.22222,129.0,106.888885,-43.444443,54.88889,-11.444445,129.0,0.2540513,-2.4346924
2,67.0,71.0,9,0.0,0.0,1.6666666,0.8888911,1.4999987,0.29999846,125.96296,115.55556,140.88889,121.44444,-31.222221,44.77778,-13.555555,140.88889,0.17967218,-2.339758
2,92.0,56.0,9,0.0,0.0,0.44444275,0.029629406,0.8333333,0.5666677,126.0,115.888885,140.66667,121.44444,-30.333334,44.0,-13.666667,140.66667,0.17606053,-2.3267827
2,67.0,32.0,9,0.0,0.0,0.944444,1.0628421,1.7777786,1.3109215,126.22222,115.111115,142.22223,121.333336,-33.333332,48.0,-14.666667,142.22223,0.19062504,-2.333746
2,125.0,46.0,9,0.11111111,0.0,0.61110944,0.61161584,2.166668,0.7817352,124.55556,112.77778,141.0,119.888885,-35.333332,49.333332,-14.0,141.0,0.20012376,-2.357688
3,101.0,121.0,9,0.11111111,0.0,0.6666667,0.843274,1.5,0.88819396,3.4074075,1.1111112,6.0,3.1111112,-6.888889,7.7777777,-0.8888889,6.0,0.8435185,-2.5191648
3,21.0,122.0,9,0.0,0.0,0.44444445,0.4036867,0.44444445,0.4036867,0.5555556,0.0,1.2222222,0.44444445,-1.6666666,2.0,-0.33333334,1.2222222,0.5555556,-2.4445627
3,45.0,89.0,9,0.0,0.0,0.7777777,0.3407409,0.77777773,0.47407398,2.2962964,0.11111111,6.4444447,0.33333334,-6.5555553,12.444445,-5.888889,6.4444447,0.9861111,-2.1239047
3,18.0,87.0,9,0.0,0.0,1.5555555,1.9626132,1.8888887,1.7469552,2.925926,1.2222222,5.6666665,1.8888888,-5.111111,8.222222,-3.1111112,5.6666665,0.86277056,-2.2294934
3,52.0,102.0,9,0.0,0.0,0.72222227,0.50740725,0.8333333,0.5666668,2.8888888,0.6666667,6.3333335,1.6666666,-6.6666665,10.333333,-3.6666667,6.3333335,0.89973545,-2.2617195
3,54.0,91.0,9,0.0,0.0,1.4444443,1.540741,0.8333333,0.25555572,3.2592592,0.5555556,8.0,1.2222222,-8.111111,14.222222,-6.111111,8.0,0.94481075,-2.186723
3,80.0,87.0,9,0.0,0.11111111,24.388891,572.9964,44.722225,1386.3292,67.44444,58.77778,79.0,64.55556,-26.0,34.666668,-8.666667,79.0,0.30628127,-2.4221272
3,140.0,124.0,9,0.0,0.0,1.0,0.44444454,1.1111112,1.0518516,2.5185184,0.22222222,6.111111,1.2222222,-6.888889,10.777778,-3.8888888,6.111111,0.97376543,-2.267462
3,69.0,139.0,9,0.0,0.0,2.8333328,1.7732588,2.1111112,1.6688871,18.074074,16.0,22.555555,15.666667,-6.2222223,13.444445,-7.2222223,23.88889,0.38661182,-1.7028334
3,9.0,80.0,9,0.0,0.0,2.9444444,13.751853,16.666666,71.5111,23.62963,17.333334,31.666666,21.88889,-18.88889,24.11111,-5.2222223,31.666666,0.5142537,-2.4315135
3,6.0,81.0,9,0.0,0.11111111,4.111111,8.740745,5.722223,28.50741,12.481482,7.6666665,18.88889,10.888889,-14.444445,19.222221,-4.7777777,18.88889,0.6281558,-2.388561