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!

5,160.0,110.0,9,0.0,0.0,0.833333,0.6912145,0.4444437,0.2721654,31.62963,27.222221,39.333336,28.333334,-13.222222,23.11111,-9.888889,39.333336,0.3074441,-2.1872416
5,186.0,12.0,9,0.0,0.0,0.44444433,0.27216548,2.3333333,1.9663839,6.259259,3.8888888,11.333333,3.5555556,-7.111111,15.222222,-8.111111,11.333333,0.6873016,-2.057978
5,142.0,111.0,9,0.0,0.0,1.1111113,0.45541987,0.55555534,0.34426492,28.74074,24.555555,35.88889,25.777779,-12.555555,21.444445,-8.888889,35.88889,0.31548372,-2.2026672
5,252.0,137.0,9,0.0,0.0,0.88888884,0.544331,0.6111111,0.71232533,0.7407407,0.33333334,1.7777778,0.11111111,-1.2222222,3.1111112,-1.8888888,1.7777778,0.75,-2.0076063
5,206.0,61.0,9,0.0,0.0,0.5555555,0.40368673,0.4999999,0.45946813,7.0740743,4.666667,12.222222,4.3333335,-7.2222223,15.444445,-8.222222,12.222222,0.64589113,-2.0487173
5,239.0,93.0,9,0.0,0.0,3.444444,13.496301,1.0555555,0.86296237,14.407408,9.888889,22.88889,10.444445,-13.555555,25.444445,-11.888889,22.88889,0.57700235,-2.1374934
5,207.0,115.0,9,0.0,0.0,1.0555555,0.3296295,0.16666669,0.033333343,1.2222222,0.44444445,2.8888888,0.33333334,-2.3333333,5.0,-2.6666667,2.8888888,0.93333334,-2.0655363
5,90.0,134.0,9,0.0,0.0,0.38888887,0.018518528,0.94444436,0.1518523,2.1111112,1.0,4.666667,0.6666667,-3.3333333,7.6666665,-4.3333335,4.666667,0.88148147,-2.0131435
6,86.0,197.0,9,0.11111111,0.11111111,1.611112,1.4516907,1.2777786,1.1038647,63.22222,56.22222,77.77778,55.666668,-21.0,43.666668,-22.666666,77.77778,0.28533262,-2.06802
6,4.0,189.0,9,0.0,0.0,2.0555565,3.8851852,11.722221,114.59634,26.444445,23.444445,33.0,22.88889,-9.0,19.666666,-10.666667,33.0,0.27147257,-2.1010017
6,134.0,187.0,9,0.0,0.0,1.8888887,1.5153537,2.1111114,1.7847083,59.37037,52.666668,74.111115,51.333332,-20.11111,44.22222,-24.11111,74.111115,0.30745777,-2.03348
6,252.0,201.0,9,0.0,0.0,4.6111107,5.495115,5.5555553,5.795274,40.296295,35.77778,49.0,36.11111,-13.555555,26.11111,-12.555555,49.0,0.2753682,-2.1758256
6,219.0,176.0,9,0.0,0.11111111,2.1111119,1.857917,5.111111,2.8414931,60.296295,53.333332,75.66667,51.88889,-20.88889,46.11111,-25.222221,75.66667,0.31446242,-2.0306482
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
6,202.0,193.0,9,0.0,0.0,1.111112,0.7503075,3.3888881,2.489236,41.703705,37.88889,50.666668,36.555557,-11.444445,26.88889,-15.444445,50.666668,0.27838665,-1.9929975
6,223.0,161.0,9,0.0,0.0,1.3888893,3.040736,8.999999,31.022234,42.037037,36.0,52.22222,37.88889,-18.11111,30.555555,-12.444445,52.22222,0.30841646,-2.282295
6,87.0,196.0,9,0.11111111,0.0,1.3333321,0.8692278,2.222222,1.6688869,61.592594,55.0,75.66667,54.11111,-19.777779,42.22222,-22.444445,75.66667,0.28752622,-2.0487363
6,105.0,193.0,9,0.0,0.0,3.222222,1.9051597,2.8888893,2.1773255,60.11111,53.11111,75.111115,52.11111,-21.0,45.0,-24.0,75.111115,0.30846536,-2.047766
6,77.0,185.0,9,0.0,0.0,2.944445,7.6629586,6.2222214,32.118523,32.555557,29.222221,39.666668,28.777779,-10.0,21.333334,-11.333333,39.666668,0.27036038,-2.0852716
6,88.0,180.0,9,0.0,0.0,1.4999994,0.93689823,3.833332,2.888675,50.407406,45.22222,62.333332,43.666668,-15.555555,35.77778,-20.222221,62.333332,0.3009182,-2.0087192
6,214.0,161.0,9,0.0,0.0,3.7222223,0.72963357,11.5,18.922234,40.444443,35.333336,49.666668,36.333336,-15.333333,27.666666,-12.333333,49.666668,0.29805613,-2.198939
6,198.0,183.0,9,0.0,0.0,1.0555547,1.1816497,3.3888881,1.5974506,54.037037,48.88889,66.55556,46.666668,-15.444445,37.555557,-22.11111,66.55556,0.2986217,-1.9749589
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
6,124.0,191.0,9,0.0,0.0,3.5000007,2.7386136,3.277778,2.8001328,59.74074,52.88889,74.77778,51.555557,-20.555555,45.11111,-24.555555,74.77778,0.31361094,-2.03548
6,182.0,186.0,9,0.11111111,0.0,3.666666,2.0439608,1.7777767,1.2412661,48.444443,43.77778,59.88889,41.666668,-14.0,34.333332,-20.333334,59.88889,0.30452195,-1.9730555
6,151.0,163.0,9,0.0,0.0,2.0555556,2.2851863,18.166666,41.988934,40.0,34.555557,48.0,37.444443,-16.333334,24.0,-7.6666665,48.11111,0.2638465,-2.5174901
6,112.0,197.0,9,0.0,0.0,4.2222233,2.9938211,4.9444447,3.1227946,50.333332,44.666668,62.22222,44.11111,-17.0,35.666668,-18.666666,62.22222,0.29632849,-2.0712209
6,137.0,182.0,9,0.0,0.0,1.8333334,3.8555553,3.6111107,9.218522,34.925926,31.444445,42.88889,30.444445,-10.444445,23.88889,-13.444445,42.88889,0.28575617,-2.0011246
6,4.0,201.0,9,0.0,0.22222222,2.722222,1.6788458,5.2222214,3.1245742,53.703705,47.11111,67.22222,46.77778,-19.777779,40.555557,-20.777779,67.22222,0.30885938,-2.0752265
6,235.0,196.0,9,0.0,0.0,1.6666666,1.333334,2.222222,1.1482682,47.25926,41.77778,58.555557,41.444443,-16.444445,33.88889,-17.444445,58.555557,0.29423782,-2.0746155
6,167.0,189.0,9,0.0,0.0,3.7777774,2.2377224,3.7777774,1.544405,58.407406,51.333332,72.44444,51.444443,-21.222221,42.11111,-20.88889,72.44444,0.29552308,-2.1013258
6,250.0,176.0,9,0.0,0.11111111,1.611112,1.0628399,3.444444,1.6953092,53.666668,47.11111,67.66667,46.22222,-19.666666,42.0,-22.333334,67.66667,0.3181372,-2.0522583
6,244.0,194.0,9,0.0,0.0,1.722222,1.14342,2.277778,2.03761,49.74074,44.444443,61.666668,43.11111,-15.888889,35.77778,-19.88889,61.666668,0.30085307,-2.0218375
6,178.0,185.0,9,0.0,0.0,2.6111119,1.8063676,3.1111114,2.2771008,49.037037,44.0,60.666668,42.444443,-15.111111,34.88889,-19.777779,60.666668,0.30003616,-2.006186
6,229.0,195.0,9,0.0,0.0,4.166666,2.2779152,4.111111,2.2476342,47.703705,42.444443,58.88889,41.77778,-15.777778,33.555557,-17.777779,58.88889,0.29027814,-2.0527046
6,5.0,210.0,9,0.0,0.11111111,2.1666672,1.6699982,4.444444,2.613356,51.296295,45.444443,64.333336,44.11111,-17.555555,39.11111,-21.555555,64.333336,0.3175664,-2.0208955
6,118.0,180.0,9,0.0,0.0,1.9444447,1.4819913,3.1111114,1.0886629,48.555557,44.11111,59.0,42.555557,-13.333333,31.333334,-18.0,59.0,0.27882218,-1.9960423
6,86.0,193.0,9,0.0,0.0,3.2777793,1.6521593,2.222222,1.8094397,61.407406,53.666668,76.55556,54.0,-23.222221,45.444443,-22.222221,76.55556,0.29957896,-2.1093748
7,204.0,156.0,9,0.0,0.0,0.5000003,0.27888626,1.9999996,0.55777323,23.703703,17.333334,25.444445,28.333334,-19.11111,5.2222223,13.888889,28.333334,0.38903406,2.8649306
7,71.0,180.0,9,0.11111111,0.0,1.222222,0.5629625,3.0,1.8666646,22.333334,18.333334,21.444445,27.222221,-12.0,-2.6666667,14.666667,27.222221,0.3273826,2.4538307
7,60.0,181.0,9,0.11111111,0.0,1.6666666,1.2000005,2.6666667,2.0888875,19.62963,17.11111,17.88889,23.88889,-7.5555553,-5.2222223,12.777778,23.88889,0.28569087,2.1891353
7,103.0,216.0,9,0.0,0.0,0.88888884,0.6518517,2.1666663,1.1444442,14.555555,10.888889,13.666667,19.11111,-11.0,-2.6666667,13.666667,19.11111,0.43169576,2.4475467
7,89.0,221.0,9,0.0,0.0,1.3888888,1.4851848,1.4444445,1.5851862,14.074074,10.666667,12.444445,19.11111,-10.222222,-4.888889,15.111111,19.11111,0.44601154,2.3172119
7,8.0,199.0,9,0.0,0.0,1.6666671,0.78881073,1.3888893,0.71232533,15.0,13.333333,11.777778,19.88889,-5.0,-9.666667,14.666667,19.88889,0.40888458,1.9053026
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
7,163.0,166.0,9,0.0,0.0,1.7777776,1.0962971,2.444445,1.0518519,16.962963,12.333333,16.333334,22.222221,-13.888889,-1.8888888,15.777778,22.222221,0.4462137,2.5158255
7,186.0,173.0,9,0.0,0.0,1.4444445,0.82963055,2.1111114,1.9851853,17.148148,13.555555,15.555555,22.333334,-10.777778,-4.7777777,15.555555,22.333334,0.39643326,2.332739
7,2.0,245.0,9,0.0,0.0,1.8888888,2.162963,3.1666667,3.2777781,6.4074073,6.2222223,6.0,7.0,-0.5555556,-1.2222222,1.7777778,7.2222223,0.19104938,1.7566451
7,62.0,223.0,9,0.0,0.0,2.5,5.722223,1.6666666,2.4444442,6.6666665,4.888889,4.666667,10.444445,-5.3333335,-6.0,11.333333,10.444445,0.5931498,2.0465877
7,242.0,183.0,9,0.0,0.0,1.4999999,0.9368979,2.1666667,1.798147,15.37037,12.666667,12.444445,21.0,-8.111111,-8.777778,16.88889,21.0,0.42024404,2.0758736
7,200.0,215.0,9,0.0,0.0,1.5555559,0.95839405,4.722222,2.6450515,23.037037,17.11111,22.555555,29.444445,-17.777779,-1.4444444,19.222221,29.444445,0.42076695,2.5610487
7,57.0,177.0,9,0.0,0.0,0.94444495,0.55185163,1.4444443,1.71852,19.592592,15.777778,18.444445,24.555555,-11.444445,-3.4444444,14.888889,24.555555,0.3589904,2.413262
7,63.0,220.0,9,0.0,0.0,3.055556,15.2629595,3.6666667,6.0888896,8.185185,6.5555553,6.4444447,11.555555,-4.888889,-5.2222223,10.111111,11.555555,0.48671728,2.0931497
7,117.0,224.0,9,0.0,0.0,3.0555556,2.5596585,3.0555556,3.0215273,20.25926,15.444445,17.777779,27.555555,-14.444445,-7.4444447,21.88889,27.555555,0.44151622,2.3041532
7,233.0,211.0,9,0.11111111,0.0,2.6666667,6.0888896,1.6666666,1.7333333,15.444445,12.444445,15.222222,18.666668,-9.0,-0.6666667,9.666667,18.666668,0.33542147,2.5549645
7,232.0,175.0,9,0.0,0.0,1.1666669,0.62360954,2.8333333,2.1679492,15.37037,12.444445,13.555555,20.11111,-8.777778,-5.4444447,14.222222,20.11111,0.38741234,2.2421958
7,29.0,195.0,9,0.0,0.0,0.44444433,0.40368652,0.61111087,0.6804136,16.037037,14.444445,13.333333,20.333334,-4.7777777,-8.111111,12.888889,20.333334,0.34230694,1.9430399
7,63.0,201.0,9,0.0,0.0,1.4444445,0.9185186,0.94444424,0.5518518,7.7777777,6.2222223,5.5555553,11.555555,-4.6666665,-6.6666665,11.333333,11.555555,0.54320127,1.9829868
7,93.0,236.0,9,0.11111111,0.0,1.7777777,2.6962965,1.9999999,0.93333334,12.518518,9.555555,10.777778,17.222223,-8.888889,-5.2222223,14.111111,17.222223,0.44724658,2.2671974
7,72.0,191.0,9,0.11111111,0.0,1.2777777,0.5074075,3.1111114,4.6074066,15.185185,12.111111,14.888889,18.555555,-9.222222,-0.8888889,10.111111,18.555555,0.3503698,2.545329
7,52.0,170.0,9,0.0,0.0,0.55555564,0.4554201,0.94444436,0.38968262,25.444445,20.11111,25.333334,30.88889,-16.0,-0.33333334,16.333334,30.88889,0.34911168,2.6040132
7,233.0,184.0,9,0.0,0.0,0.5000002,0.077777766,0.7777777,0.785185,11.851851,9.777778,9.888889,15.888889,-6.2222223,-5.888889,12.111111,15.888889,0.40555555,2.1286457
7,237.0,191.0,9,0.0,0.0,1.0,0.31111106,1.5,1.0111109,7.3333335,5.3333335,5.4444447,11.222222,-6.0,-5.6666665,11.666667,11.222222,0.5358197,2.1224225
7,36.0,243.0,9,0.11111111,0.0,1.888889,1.8518513,2.0,0.7111104,13.333333,9.888889,12.111111,18.0,-10.333333,-3.6666667,14.0,18.0,0.4522286,2.3683105
7,186.0,218.0,9,0.0,0.0,1.1666666,0.74444425,1.1666665,0.65555507,13.703704,10.666667,12.666667,17.777779,-9.111111,-3.1111112,12.222222,17.777779,0.40134683,2.3826835
7,197.0,236.0,9,0.0,0.0,2.4444444,6.829628,3.3333333,7.599998,16.074074,13.111111,16.666668,18.444445,-8.888889,1.7777778,7.111111,18.555555,0.29272884,2.7898002
7,208.0,240.0,9,0.11111111,0.0,1.0555557,0.86296326,2.4444444,5.007407,14.148149,10.888889,13.0,18.555555,-9.777778,-3.4444444,13.222222,18.555555,0.42162097,2.3924873
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