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_tr10000_r1.out:of 5000 samples (c:0.902200,w:0.097800,fp:0.071961,tp:0.860574,tresh*:-0.73474340934026705)
ag_svm_val_C0.001_tr10000_r2.out:of 5000 samples (c:0.912800,w:0.087200,fp:0.058528,tp:0.870149,tresh*:-0.73043034123339479)
ag_svm_val_C0.001_tr10000_r3.out:of 5000 samples (c:0.909000,w:0.091000,fp:0.049515,tp:0.841885,tresh*:-0.71252509223867011)
ag_svm_val_C0.001_tr10000_r4.out:of 5000 samples (c:0.905000,w:0.095000,fp:0.061015,tp:0.848887,tresh*:-0.67168960536684508)
ag_svm_val_C0.001_tr10000_r5.out:of 4999 samples (c:0.923185,w:0.076815,fp:0.035218,tp:0.855567,tresh*:-0.6774528597837175)
ag_svm_val_C0.1_tr10000_r1.out:of 5000 samples (c:0.964600,w:0.035400,fp:0.040519,tp:0.972846,tresh*:-0.39109040661145955)
ag_svm_val_C0.1_tr10000_r2.out:of 5000 samples (c:0.970600,w:0.029400,fp:0.030435,tp:0.972139,tresh*:-0.36089150717509777)
ag_svm_val_C0.1_tr10000_r3.out:of 5000 samples (c:0.967200,w:0.032800,fp:0.032362,tp:0.966492,tresh*:-0.3504352563030948)
ag_svm_val_C0.1_tr10000_r4.out:of 5000 samples (c:0.961000,w:0.039000,fp:0.027617,tp:0.942206,tresh*:-0.17127543532642722)
ag_svm_val_C0.1_tr10000_r5.out:of 4999 samples (c:0.971394,w:0.028606,fp:0.023586,tp:0.963235,tresh*:-0.29575093474372038)
ag_svm_val_C100_tr10000_r1.out:of 5000 samples (c:0.617000,w:0.383000,fp:0.000000,tp:0.000000,tresh*:+50)
ag_svm_val_C100_tr10000_r2.out:of 5000 samples (c:0.598000,w:0.402000,fp:0.000000,tp:0.000000,tresh*:+50)
ag_svm_val_C100_tr10000_r3.out:of 5000 samples (c:0.963800,w:0.036200,fp:0.025243,tp:0.946073,tresh*:+0.066436646944163957)
ag_svm_val_C100_tr10000_r4.out:of 5000 samples (c:0.622800,w:0.377200,fp:0.000000,tp:0.000000,tresh*:+50)
ag_svm_val_C100_tr10000_r5.out:of 4999 samples (c:0.619124,w:0.380876,fp:0.000000,tp:0.000000,tresh*:+50)
ag_svm_val_C10_tr10000_r1.out:of 5000 samples (c:0.972400,w:0.027600,fp:0.021394,tp:0.962402,tresh*:-0.053199907744546304)
ag_svm_val_C10_tr10000_r2.out:of 5000 samples (c:0.976600,w:0.023400,fp:0.021405,tp:0.973632,tresh*:-0.21397105548535778)
ag_svm_val_C10_tr10000_r3.out:of 5000 samples (c:0.973800,w:0.026200,fp:0.024595,tp:0.971204,tresh*:-0.21770197820068474)
ag_svm_val_C10_tr10000_r4.out:of 5000 samples (c:0.971000,w:0.029000,fp:0.019268,tp:0.954931,tresh*:+0.039606827716936466)
ag_svm_val_C10_tr10000_r5.out:of 4999 samples (c:0.974195,w:0.025805,fp:0.013893,tp:0.954832,tresh*:+0.16039632263708303)
ag_svm_val_C1_tr10000_r1.out:of 5000 samples (c:0.978600,w:0.021400,fp:0.017504,tp:0.972324,tresh*:-0.13495534746819821)
ag_svm_val_C1_tr10000_r2.out:of 5000 samples (c:0.981600,w:0.018400,fp:0.017391,tp:0.980100,tresh*:-0.19976274655971082)
ag_svm_val_C1_tr10000_r3.out:of 5000 samples (c:0.979800,w:0.020200,fp:0.016505,tp:0.973822,tresh*:-0.1370034578271481)
ag_svm_val_C1_tr10000_r4.out:of 5000 samples (c:0.973600,w:0.026400,fp:0.020231,tp:0.963415,tresh*:-0.09595407725499977)
ag_svm_val_C1_tr10000_r5.out:of 4999 samples (c:0.977596,w:0.022404,fp:0.016801,tp:0.968487,tresh*:-0.068833187359497033)
ag_svm_val_C2_tr10000_r1.out:of 5000 samples (c:0.979400,w:0.020600,fp:0.015559,tp:0.971279,tresh*:-0.052952187778243121)
ag_svm_val_C2_tr10000_r2.out:of 5000 samples (c:0.982200,w:0.017800,fp:0.014381,tp:0.977114,tresh*:-0.098175746158559785)
ag_svm_val_C2_tr10000_r3.out:of 5000 samples (c:0.979200,w:0.020800,fp:0.013916,tp:0.968063,tresh*:-0.055426599824269146)
ag_svm_val_C2_tr10000_r4.out:of 5000 samples (c:0.974600,w:0.025400,fp:0.021516,tp:0.968187,tresh*:-0.16037830913823509)
ag_svm_val_C2_tr10000_r5.out:of 4999 samples (c:0.978996,w:0.021004,fp:0.015509,tp:0.970063,tresh*:+0.0069086713918464771)
ag_svm_val_C4_tr10000_r1.out:of 5000 samples (c:0.977800,w:0.022200,fp:0.016532,tp:0.968668,tresh*:-0.066534349750136723)
ag_svm_val_C4_tr10000_r2.out:of 5000 samples (c:0.981400,w:0.018600,fp:0.017057,tp:0.979104,tresh*:-0.1151543134984141)
ag_svm_val_C4_tr10000_r3.out:of 5000 samples (c:0.977400,w:0.022600,fp:0.015210,tp:0.965445,tresh*:-0.038145091382429996)
ag_svm_val_C4_tr10000_r4.out:of 5000 samples (c:0.974000,w:0.026000,fp:0.017983,tp:0.960764,tresh*:-0.050198293926305482)
ag_svm_val_C4_tr10000_r5.out:of 4999 samples (c:0.976995,w:0.023005,fp:0.012601,tp:0.960084,tresh*:+0.14982807639492246)
ag_svm_val_C5_tr10000_r1.out:of 5000 samples (c:0.976800,w:0.023200,fp:0.011994,tp:0.958747,tresh*:+0.15220323465925678)
ag_svm_val_C5_tr10000_r2.out:of 5000 samples (c:0.980800,w:0.019200,fp:0.017057,tp:0.977612,tresh*:-0.10952234516681619)
ag_svm_val_C5_tr10000_r3.out:of 5000 samples (c:0.976800,w:0.023200,fp:0.013592,tp:0.961257,tresh*:+0.019918631370662909)
ag_svm_val_C5_tr10000_r4.out:of 5000 samples (c:0.974000,w:0.026000,fp:0.017341,tp:0.959703,tresh*:-0.023208397108693712)
ag_svm_val_C5_tr10000_r5.out:of 4999 samples (c:0.975995,w:0.024005,fp:0.014216,tp:0.960084,tresh*:+0.12803676446573364)
ag_svm_val_C7_tr10000_r1.out:of 5000 samples (c:0.974800,w:0.025200,fp:0.018476,tp:0.963969,tresh*:+0.0069900973424059654)
ag_svm_val_C7_tr10000_r2.out:of 5000 samples (c:0.956200,w:0.043800,fp:0.035786,tp:0.944279,tresh*:-0.19486569689946176)
ag_svm_val_C7_tr10000_r3.out:of 5000 samples (c:0.975000,w:0.025000,fp:0.021036,tp:0.968586,tresh*:-0.16517484535567586)
ag_svm_val_C7_tr10000_r4.out:of 5000 samples (c:0.973200,w:0.026800,fp:0.017983,tp:0.958643,tresh*:-0.014423881486381684)
ag_svm_val_C7_tr10000_r5.out:of 4999 samples (c:0.942789,w:0.057211,fp:0.042973,tp:0.919643,tresh*:+0.23907396566531902)
ag_svm_val_C8_tr10000_r1.out:of 5000 samples (c:0.922800,w:0.077200,fp:0.061912,tp:0.898172,tresh*:+0.19058981033386879)
ag_svm_val_C8_tr10000_r2.out:of 5000 samples (c:0.977400,w:0.022600,fp:0.021405,tp:0.975622,tresh*:-0.23390562967708545)
ag_svm_val_C8_tr10000_r3.out:of 5000 samples (c:0.932800,w:0.067200,fp:0.048220,tp:0.902094,tresh*:+0.24069679840358382)
ag_svm_val_C8_tr10000_r4.out:of 5000 samples (c:0.972200,w:0.027800,fp:0.015735,tp:0.952280,tresh*:+0.11036721313854292)
ag_svm_val_C8_tr10000_r5.out:of 4999 samples (c:0.974795,w:0.025205,fp:0.013247,tp:0.955357,tresh*:+0.20631820691150327)

Best models:

ag_svm_val_C2_tr10000_r1.out:of 5000 samples (c:0.979400,w:0.020600,fp:0.015559,tp:0.971279,tresh*:-0.052952187778243121)
ag_svm_val_C2_tr10000_r2.out:of 5000 samples (c:0.982200,w:0.017800,fp:0.014381,tp:0.977114,tresh*:-0.098175746158559785)
ag_svm_val_C1_tr10000_r3.out:of 5000 samples (c:0.979800,w:0.020200,fp:0.016505,tp:0.973822,tresh*:-0.1370034578271481)
ag_svm_val_C2_tr10000_r4.out:of 5000 samples (c:0.974600,w:0.025400,fp:0.021516,tp:0.968187,tresh*:-0.16037830913823509)
ag_svm_val_C2_tr10000_r5.out:of 4999 samples (c:0.978996,w:0.021004,fp:0.015509,tp:0.970063,tresh*:+0.0069086713918464771)