Full model selection results:
Cross validation was done for C (C%f).
The accuracy (c:%f), error rate (w:%f), false positives (fp:%f), true positives (tp:%f) is shown on the validation set.
The optimal bias term (thresh*:%f) for the validation data is shown. This treshhold was used on the test set.
The model with highest accuracy was chosen.


ag_svm_val_C0.001_tr1000_r1.out:of 5000 samples (c:0.910400,w:0.089600,fp:0.059692,tp:0.860934,tresh*:-0.98251317524738058)
ag_svm_val_C0.001_tr1000_r2.out:of 5000 samples (c:0.923600,w:0.076400,fp:0.044602,tp:0.871983,tresh*:-0.9812472556920786)
ag_svm_val_C0.001_tr1000_r3.out:of 5000 samples (c:0.911800,w:0.088200,fp:0.066950,tp:0.878225,tresh*:-0.97238274653879808)
ag_svm_val_C0.001_tr1000_r4.out:of 5000 samples (c:0.909600,w:0.090400,fp:0.079767,tp:0.892484,tresh*:-0.97528475696307582)
ag_svm_val_C0.001_tr1000_r5.out:of 4999 samples (c:0.897580,w:0.102420,fp:0.086301,tp:0.870882,tresh*:-0.97471395091302093)
ag_svm_val_C0.1_tr1000_r1.out:of 5000 samples (c:0.931200,w:0.068800,fp:0.048139,tp:0.897028,tresh*:-0.51759227012288056)
ag_svm_val_C0.1_tr1000_r2.out:of 5000 samples (c:0.937000,w:0.063000,fp:0.050097,tp:0.916055,tresh*:-0.43645983768927621)
ag_svm_val_C0.1_tr1000_r3.out:of 5000 samples (c:0.932200,w:0.067800,fp:0.058459,tp:0.917441,tresh*:-0.41008445863946652)
ag_svm_val_C0.1_tr1000_r4.out:of 5000 samples (c:0.928200,w:0.071800,fp:0.064527,tp:0.916493,tresh*:-0.48098143928492643)
ag_svm_val_C0.1_tr1000_r5.out:of 4999 samples (c:0.926385,w:0.073615,fp:0.055823,tp:0.896918,tresh*:-0.38917443006686669)
ag_svm_val_C100_tr1000_r1.out:of 5000 samples (c:0.948600,w:0.051400,fp:0.031130,tp:0.915074,tresh*:-0.052659298419236555)
ag_svm_val_C100_tr1000_r2.out:of 5000 samples (c:0.954000,w:0.046000,fp:0.037815,tp:0.940714,tresh*:-0.052249726769920568)
ag_svm_val_C100_tr1000_r3.out:of 5000 samples (c:0.950800,w:0.049200,fp:0.038210,tp:0.933437,tresh*:-0.12000012533643875)
ag_svm_val_C100_tr1000_r4.out:of 5000 samples (c:0.943200,w:0.056800,fp:0.039559,tp:0.915449,tresh*:-0.012456629522286017)
ag_svm_val_C100_tr1000_r5.out:of 4999 samples (c:0.941588,w:0.058412,fp:0.036894,tp:0.905951,tresh*:-0.019016474161293373)
ag_svm_val_C10_tr1000_r1.out:of 5000 samples (c:0.949200,w:0.050800,fp:0.030809,tp:0.916136,tresh*:-0.055708569629958488)
ag_svm_val_C10_tr1000_r2.out:of 5000 samples (c:0.954000,w:0.046000,fp:0.037815,tp:0.940714,tresh*:-0.052250222017510506)
ag_svm_val_C10_tr1000_r3.out:of 5000 samples (c:0.950800,w:0.049200,fp:0.038210,tp:0.933437,tresh*:-0.12000054650803935)
ag_svm_val_C10_tr1000_r4.out:of 5000 samples (c:0.943200,w:0.056800,fp:0.039559,tp:0.915449,tresh*:-0.011852991094984305)
ag_svm_val_C10_tr1000_r5.out:of 4999 samples (c:0.942388,w:0.057612,fp:0.034649,tp:0.904357,tresh*:+0.013815609891964425)
ag_svm_val_C1_tr1000_r1.out:of 5000 samples (c:0.956200,w:0.043800,fp:0.031451,tp:0.935775,tresh*:-0.23943391024219648)
ag_svm_val_C1_tr1000_r2.out:of 5000 samples (c:0.960800,w:0.039200,fp:0.033937,tp:0.952256,tresh*:-0.1164042440393771)
ag_svm_val_C1_tr1000_r3.out:of 5000 samples (c:0.959200,w:0.040800,fp:0.033965,tp:0.948400,tresh*:-0.20392309961272859)
ag_svm_val_C1_tr1000_r4.out:of 5000 samples (c:0.951400,w:0.048600,fp:0.035344,tp:0.930063,tresh*:-0.10189955635056583)
ag_svm_val_C1_tr1000_r5.out:of 4999 samples (c:0.953991,w:0.046009,fp:0.032082,tp:0.930925,tresh*:-0.091079045029500233)
ag_svm_val_C2_tr1000_r1.out:of 5000 samples (c:0.959200,w:0.040800,fp:0.024390,tp:0.932059,tresh*:-0.12531667429621057)
ag_svm_val_C2_tr1000_r2.out:of 5000 samples (c:0.957200,w:0.042800,fp:0.039754,tp:0.952256,tresh*:-0.10992844890309734)
ag_svm_val_C2_tr1000_r3.out:of 5000 samples (c:0.956400,w:0.043600,fp:0.035598,tp:0.943756,tresh*:-0.13642625087669533)
ag_svm_val_C2_tr1000_r4.out:of 5000 samples (c:0.952200,w:0.047800,fp:0.030156,tp:0.923800,tresh*:+0.0066639026547496427)
ag_svm_val_C2_tr1000_r5.out:of 4999 samples (c:0.952991,w:0.047009,fp:0.035932,tp:0.934644,tresh*:-0.031030617984373121)
ag_svm_val_C4_tr1000_r1.out:of 5000 samples (c:0.958200,w:0.041800,fp:0.026637,tp:0.933121,tresh*:-0.092233378323460985)
ag_svm_val_C4_tr1000_r2.out:of 5000 samples (c:0.955200,w:0.044800,fp:0.038785,tp:0.945435,tresh*:-0.055562481679075376)
ag_svm_val_C4_tr1000_r3.out:of 5000 samples (c:0.951800,w:0.048200,fp:0.027433,tp:0.918989,tresh*:-0.011071146822398958)
ag_svm_val_C4_tr1000_r4.out:of 5000 samples (c:0.949400,w:0.050600,fp:0.041505,tp:0.934760,tresh*:-0.10747898604007863)
ag_svm_val_C4_tr1000_r5.out:of 4999 samples (c:0.947189,w:0.052811,fp:0.042348,tp:0.929862,tresh*:-0.088210053143568848)
ag_svm_val_C5_tr1000_r1.out:of 5000 samples (c:0.956200,w:0.043800,fp:0.033697,tp:0.939490,tresh*:-0.17906285408766986)
ag_svm_val_C5_tr1000_r2.out:of 5000 samples (c:0.955600,w:0.044400,fp:0.040401,tp:0.949108,tresh*:-0.081036831749281057)
ag_svm_val_C5_tr1000_r3.out:of 5000 samples (c:0.951200,w:0.048800,fp:0.033638,tp:0.927245,tresh*:-0.092311249102161722)
ag_svm_val_C5_tr1000_r4.out:of 5000 samples (c:0.948200,w:0.051800,fp:0.041829,tp:0.932150,tresh*:-0.096498742037420204)
ag_svm_val_C5_tr1000_r5.out:of 4999 samples (c:0.945789,w:0.054211,fp:0.042990,tp:0.927205,tresh*:-0.090583992487660872)
ag_svm_val_C7_tr1000_r1.out:of 5000 samples (c:0.954600,w:0.045400,fp:0.034339,tp:0.936306,tresh*:-0.16019680824423138)
ag_svm_val_C7_tr1000_r2.out:of 5000 samples (c:0.953800,w:0.046200,fp:0.037815,tp:0.940189,tresh*:-0.052180761204422971)
ag_svm_val_C7_tr1000_r3.out:of 5000 samples (c:0.950600,w:0.049400,fp:0.042782,tp:0.940144,tresh*:-0.17968638430763856)
ag_svm_val_C7_tr1000_r4.out:of 5000 samples (c:0.945000,w:0.055000,fp:0.038586,tp:0.918580,tresh*:-0.033632059590393198)
ag_svm_val_C7_tr1000_r5.out:of 4999 samples (c:0.944589,w:0.055411,fp:0.041065,tp:0.920829,tresh*:-0.070928180765751941)
ag_svm_val_C8_tr1000_r1.out:of 5000 samples (c:0.952200,w:0.047800,fp:0.039474,tp:0.938429,tresh*:-0.19413321126171965)
ag_svm_val_C8_tr1000_r2.out:of 5000 samples (c:0.954000,w:0.046000,fp:0.037815,tp:0.940714,tresh*:-0.052250074604951569)
ag_svm_val_C8_tr1000_r3.out:of 5000 samples (c:0.950800,w:0.049200,fp:0.042782,tp:0.940660,tresh*:-0.17972370268749924)
ag_svm_val_C8_tr1000_r4.out:of 5000 samples (c:0.943600,w:0.056400,fp:0.046693,tp:0.927975,tresh*:-0.10885692180932)
ag_svm_val_C8_tr1000_r5.out:of 4999 samples (c:0.943589,w:0.056411,fp:0.040103,tp:0.916578,tresh*:-0.045008466546077541)

Best models:

ag_svm_val_C2_tr1000_r1.out:of 5000 samples (c:0.959200,w:0.040800,fp:0.024390,tp:0.932059,tresh*:-0.12531667429621057)
ag_svm_val_C1_tr1000_r2.out:of 5000 samples (c:0.960800,w:0.039200,fp:0.033937,tp:0.952256,tresh*:-0.1164042440393771)
ag_svm_val_C1_tr1000_r3.out:of 5000 samples (c:0.959200,w:0.040800,fp:0.033965,tp:0.948400,tresh*:-0.20392309961272859)
ag_svm_val_C2_tr1000_r4.out:of 5000 samples (c:0.952200,w:0.047800,fp:0.030156,tp:0.923800,tresh*:+0.0066639026547496427)
ag_svm_val_C1_tr1000_r5.out:of 4999 samples (c:0.953991,w:0.046009,fp:0.032082,tp:0.930925,tresh*:-0.091079045029500233)