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!

3,74.0,129.0,9,0.0,0.0,0.22222222,0.029629637,0.11111111,0.029629635,0.5185185,0.0,1.5555556,0.0,-1.5555556,3.1111112,-1.5555556,1.5555556,1.0,-2.0943952
3,41.0,75.0,9,0.0,0.11111111,15.388889,19.136257,26.611113,31.71359,55.0,47.444443,65.44444,52.11111,-22.666666,31.333334,-8.666667,65.44444,0.29780185,-2.3567543
3,36.0,145.0,9,0.0,0.0,0.2777778,0.19629629,1.2777778,2.0629628,0.8518519,0.33333334,1.4444444,0.7777778,-1.5555556,1.7777778,-0.22222222,1.4444444,0.25185186,-2.5309503
3,94.0,144.0,9,0.0,0.0,0.44444442,0.118518494,0.49999997,0.1666667,1.1481482,0.0,3.4444444,0.0,-3.4444444,6.888889,-3.4444444,3.4444444,1.0,-2.0943952
3,18.0,90.0,9,0.0,0.0,1.0555555,0.37407416,0.6666667,0.22222227,2.8148148,0.5555556,6.888889,1.0,-6.7777777,12.222222,-5.4444447,6.888889,0.9261464,-2.1643226
3,68.0,103.0,9,0.0,0.0,0.66666675,0.57777774,1.111111,0.96296334,2.148148,0.11111111,5.6666665,0.6666667,-6.111111,10.555555,-4.4444447,5.6666665,0.9876543,-2.1854658
3,45.0,108.0,9,0.0,0.11111111,25.5,12.795401,27.277779,15.930981,49.814816,41.77778,61.11111,46.555557,-24.11111,33.88889,-9.777778,61.11111,0.35897508,-2.3604913
3,59.0,99.0,9,0.0,0.0,0.77777785,0.8296297,0.99999994,0.3555556,2.0370371,0.11111111,5.5555553,0.44444445,-5.7777777,10.555555,-4.7777777,5.5555553,0.9861111,-2.149743
3,67.0,136.0,9,0.0,0.0,6.722223,3.7083488,2.6666667,3.1972213,15.518518,9.0,25.333334,12.222222,-19.555555,29.444445,-9.888889,25.333334,0.66081303,-2.3075109
3,226.0,110.0,9,0.0,0.0,0.33333334,0.08888887,0.49999997,0.2111111,1.6666666,0.11111111,4.4444447,0.44444445,-4.6666665,8.333333,-3.6666667,4.4444447,0.9777778,-2.1559837
3,231.0,124.0,9,0.0,0.0,3.4444447,14.962965,1.8333334,6.4333353,3.0,1.4444444,5.888889,1.6666666,-4.6666665,8.666667,-4.0,5.888889,0.895369,-2.118937
3,103.0,125.0,9,0.0,0.0,0.9444445,0.82775915,0.83333343,0.6912146,1.7777778,0.44444445,3.8888888,1.0,-4.0,6.3333335,-2.3333333,3.8888888,0.9238095,-2.2375617
3,1.0,81.0,9,0.0,0.0,12.166667,267.45554,9.222222,205.36296,21.333334,14.0,30.555555,19.444445,-22.0,27.666666,-5.6666665,30.555555,0.5952822,-2.438409
3,230.0,124.0,9,0.0,0.0,0.2777778,0.10740743,0.2777778,0.15185183,0.6666667,0.0,2.0,0.0,-2.0,4.0,-2.0,2.0,1.0,-2.0943952
3,58.0,109.0,9,0.0,0.0,0.8888889,0.25185165,2.8333333,1.677777,4.296296,1.4444444,8.444445,3.0,-8.555555,12.444445,-3.8888888,8.444445,0.8644824,-2.2837873
3,59.0,120.0,9,0.0,0.0,2.1666667,1.9860634,1.4444441,1.8698385,19.074074,10.555555,33.11111,13.555555,-25.555555,42.11111,-16.555555,33.11111,0.6812664,-2.2312608
3,140.0,125.0,9,0.0,0.0,0.66666657,0.22222227,2.6666667,3.7777781,3.925926,1.5555556,7.7777777,2.4444444,-7.111111,11.555555,-4.4444447,7.7777777,0.85319865,-2.2342408
3,127.0,143.0,9,0.0,0.0,1.5,0.12222214,0.88888884,0.60740745,4.185185,0.8888889,9.444445,2.2222223,-9.888889,15.777778,-5.888889,9.444445,0.915376,-2.2574124
3,23.0,129.0,9,0.0,0.0,0.5,0.077777795,0.38888887,0.15185186,0.5185185,0.0,1.5555556,0.0,-1.5555556,3.1111112,-1.5555556,1.5555556,0.7777778,-2.0943952
4,191.0,119.0,9,0.0,0.0,1.1111107,1.2938615,0.9444459,0.772202,39.851852,36.22222,48.22222,35.11111,-10.888889,25.11111,-14.222222,48.22222,0.27171725,-2.0059998
4,219.0,80.0,9,0.0,0.0,1.2777767,0.3296295,0.6666667,0.9333318,39.703705,36.333336,48.22222,34.555557,-10.111111,25.555555,-15.444445,48.22222,0.28296396,-1.9626464
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
4,66.0,160.0,9,0.0,0.0,3.0000007,4.044447,2.777778,0.4296295,22.851852,18.222221,31.555555,18.777779,-13.888889,26.11111,-12.222222,31.555555,0.4260139,-2.1387258
4,190.0,105.0,9,0.0,0.0,1.8888893,2.2962983,2.166666,1.6777797,45.74074,41.22222,56.333332,39.666668,-13.555555,31.777779,-18.222221,56.333332,0.29599184,-1.9960818
4,37.0,78.0,9,0.0,0.0,1.0000006,0.17777735,2.5555565,2.8740728,43.814816,41.11111,51.88889,38.444443,-8.111111,24.222221,-16.11111,51.88889,0.25891644,-1.8860723
4,198.0,127.0,9,0.0,0.0,2.4444444,4.385187,8.555555,59.54075,40.74074,38.0,48.22222,36.0,-8.222222,22.444445,-14.222222,48.22222,0.24899939,-1.9083478
4,191.0,101.0,9,0.0,0.0,1.111112,0.7793635,1.1111113,1.186342,45.037037,39.0,57.11111,39.0,-18.11111,36.22222,-18.11111,57.11111,0.32273299,-2.0943027
4,243.0,120.0,9,0.0,0.0,4.4444447,4.359749,1.5555547,1.8338387,47.851852,44.77778,56.333332,42.444443,-9.222222,25.444445,-16.222221,56.333332,0.2453213,-1.9107349
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
4,151.0,89.0,9,0.0,0.0,8.388889,4.577317,0.72222203,0.38968238,31.703703,27.333334,41.0,26.777779,-13.111111,27.88889,-14.777778,41.0,0.35127252,-2.0465415
4,176.0,100.0,9,0.0,0.0,1.9444441,0.7740748,1.4444447,0.6518514,55.37037,50.333332,66.88889,48.88889,-15.111111,34.555557,-19.444445,66.88889,0.26862052,-2.00619
4,118.0,126.0,9,0.0,0.0,0.6666667,0.39999974,1.8333336,2.1222224,20.555555,16.11111,28.666666,16.88889,-13.333333,24.333334,-11.0,28.666666,0.437078,-2.1588047
4,42.0,57.0,9,0.0,0.0,1.3888906,0.97562754,0.99999875,0.36514837,65.703705,59.444443,79.44444,58.22222,-18.777779,41.22222,-22.444445,79.44444,0.26677614,-2.0307028
4,217.0,148.0,9,0.0,0.0,2.0555556,2.551854,1.0555553,0.5074078,29.074074,21.444445,41.555557,24.222221,-22.88889,37.444443,-14.555555,41.555557,0.4837708,-2.2379715
4,14.0,146.0,9,0.11111111,0.0,0.888889,0.4740738,1.1111112,0.7407407,10.592592,8.0,15.666667,8.111112,-7.7777777,15.222222,-7.4444447,15.666667,0.48786426,-2.1089108
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
4,130.0,32.0,9,0.0,0.0,1.1111113,1.047041,0.83333397,0.83665866,59.48148,54.22222,70.88889,53.333332,-15.777778,34.22222,-18.444445,70.88889,0.24900064,-2.042422
4,162.0,159.0,9,0.0,0.0,2.1666667,0.9603238,2.2222223,1.4555128,26.11111,25.222221,29.555555,23.555555,-2.6666667,10.333333,-7.6666665,29.555555,0.20284556,-1.8025542
4,150.0,158.0,9,0.0,0.0,2.166667,1.6333338,1.388889,0.41851807,8.444445,7.0,12.222222,6.111111,-4.3333335,11.333333,-7.0,12.222222,0.50308645,-1.9434487
4,163.0,68.0,9,0.0,0.0,1.833334,2.21111,1.5555559,0.96296287,56.77778,52.0,68.22222,50.11111,-14.333333,34.333332,-20.0,68.22222,0.26505277,-1.9843078
4,187.0,80.0,9,0.0,0.0,1.3333327,0.7111114,1.3333334,0.7111086,40.51852,37.77778,47.666668,36.11111,-8.222222,21.444445,-13.222222,47.666668,0.24472968,-1.942698
4,140.0,73.0,9,0.0,0.0,1.7222214,0.8277598,0.7777774,1.0036957,46.296295,45.666668,51.11111,42.11111,-1.8888888,14.444445,-12.555555,51.11111,0.1761556,-1.6815889
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
4,112.0,90.0,9,0.0,0.0,7.38889,6.9455557,1.2777773,0.87981415,65.18519,57.666668,79.77778,58.11111,-22.555555,43.77778,-21.222221,79.77778,0.27834544,-2.108813
4,197.0,121.0,9,0.0,0.0,21.666666,17.3628,0.94444436,0.9047208,41.037037,37.444443,49.444443,36.22222,-10.777778,25.222221,-14.444445,49.444443,0.28057775,-1.9955361
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
4,79.0,28.0,9,0.0,0.0,4.277777,3.7618961,0.8333333,0.6582806,62.407406,53.444443,79.111115,54.666668,-26.88889,50.11111,-23.222221,79.111115,0.32455578,-2.1445074
4,169.0,102.0,9,0.0,0.0,1.0,0.35555485,0.8888893,0.2962955,58.22222,53.444443,69.66667,51.555557,-14.333333,34.333332,-20.0,69.66667,0.25975996,-1.9855843
4,208.0,65.0,9,0.0,0.0,1.3888874,1.2367799,26.444445,25.537477,56.703705,52.666668,64.44444,53.0,-12.111111,23.222221,-11.111111,64.44444,0.19713038,-1.9708116
5,189.0,144.0,9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
5,189.0,141.0,9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
5,210.0,153.0,9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
5,57.0,89.0,9,0.0,0.0,1.7222222,1.3066783,6.1666665,4.7034264,17.0,13.0,24.555555,13.444445,-12.0,22.666666,-10.666667,24.555555,0.47748852,-2.1297464
5,243.0,94.0,9,0.0,0.0,0.6666666,0.31111112,0.22222221,0.029629631,1.1851852,0.22222222,3.2222223,0.11111111,-2.8888888,6.111111,-3.2222223,3.2222223,0.9777778,-2.0712416
5,229.0,104.0,9,0.0,0.0,0.49999985,0.54772234,2.8333333,2.0412421,19.777779,16.333334,26.11111,16.88889,-10.333333,19.0,-8.666667,26.11111,0.37553233,-2.1506376
5,226.0,131.0,9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
5,196.0,95.0,9,0.0,0.0,1.722222,1.1238165,1.3333335,1.264911,7.6296296,6.7777777,10.777778,5.3333335,-2.5555556,9.444445,-6.888889,10.777778,0.51256585,-1.7492584
5,43.0,152.0,9,0.0,0.0,1.9444445,1.7074082,1.2222222,0.8296299,1.5185186,1.0,2.8888888,0.6666667,-1.5555556,4.111111,-2.5555556,2.8888888,0.64867723,-1.9332389
5,54.0,133.0,9,0.0,0.0,1.5555557,1.0074074,0.50000006,0.3444443,5.3703704,3.6666667,9.0,3.4444444,-5.111111,10.888889,-5.7777777,9.0,0.6304714,-2.0480003
5,157.0,85.0,9,0.0,0.0,1.2222223,1.2412657,0.22222233,0.17213264,18.925926,14.555555,26.88889,15.333333,-13.111111,23.88889,-10.777778,26.88889,0.45902446,-2.1609125
5,96.0,94.0,9,0.0,0.0,0.7222226,0.28518537,0.44444466,0.42963016,20.222221,16.0,28.777779,15.888889,-12.666667,25.666666,-13.0,28.777779,0.45154575,-2.084893
5,152.0,155.0,9,0.0,0.0,0.5,0.61111104,10.777778,131.80739,7.296296,5.3333335,11.0,5.5555553,-5.888889,11.111111,-5.2222223,11.0,0.5,-2.115567
5,208.0,34.0,9,0.0,0.0,1.7222224,1.7309811,0.4444445,0.50184834,14.444445,10.777778,21.0,11.555555,-11.0,19.666666,-8.666667,21.0,0.479958,-2.1623826
5,222.0,62.0,9,0.0,0.0,0.27777782,0.2509242,0.6666667,0.55777335,6.4074073,4.111111,11.444445,3.6666667,-6.888889,15.111111,-8.222222,11.444445,0.68080807,-2.0341523
5,123.0,152.0,9,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
5,20.0,134.0,9,0.0,0.0,0.6666667,0.088888995,0.61111116,0.24074072,2.9629629,1.1111112,6.4444447,1.3333334,-5.5555553,10.444445,-4.888889,6.4444447,0.8292328,-2.133095
5,223.0,62.0,9,0.0,0.0,0.3333334,0.29814243,0.44444442,0.50184846,6.4444447,4.111111,11.444445,3.7777777,-7.0,15.0,-8.0,11.444445,0.6703704,-2.0487173
5,184.0,145.0,9,0.0,0.0,0.72222227,0.6116159,0.22222222,0.2721655,0.5555556,0.33333334,1.2222222,0.11111111,-0.6666667,2.0,-1.3333334,1.2222222,0.5277778,-1.9209436
5,225.0,58.0,9,0.0,0.0,0.3333335,0.42163706,0.4444445,0.34426522,8.333333,5.5555553,14.111111,5.3333335,-8.333333,17.333334,-9.0,14.111111,0.62222224,-2.0685637
5,58.0,113.0,9,0.0,0.0,3.4444447,1.2232318,0.7222223,0.38968182,20.851852,16.88889,28.444445,17.222223,-11.888889,22.777779,-10.888889,28.444445,0.4148072,-2.1256926
5,160.0,41.0,9,0.0,0.0,0.8333333,0.8096638,0.22222225,0.17213258,0.7037037,0.5555556,1.2222222,0.33333334,-0.44444445,1.5555556,-1.1111112,1.2222222,0.537037,-1.8451205