=== Run information === Scheme: weka.classifiers.functions.Logistic -R 1.0E-8 -M -1 Relation: C:\Research\Software\ECJ-Trunk-Latest\AMP-FERNANDES.libsvm-weka.filters.supervised.attribute.AttributeSelection-Eweka.attributeSelection.SymmetricalUncertAttributeSetEval-Sweka.attributeSelection.FCBFSearch -D false -T -1.7976931348623157E308 -N -1-weka.filters.supervised.instance.StratifiedRemoveFolds-S0-V-N10-F1 Instances: 207 Attributes: 31 att_151 att_6584 att_203 att_287 att_289 att_6073 att_6166 att_434 att_1506 att_8753 att_674 att_1513 att_1496 att_1453 att_6201 att_1693 att_933 att_1792 att_894 att_6709 att_2073 att_7943 att_1426 att_7065 att_6088 att_2441 att_10175 att_10780 att_2504 att_339 class Test mode: user supplied test set: size unknown (reading incrementally) === Classifier model (full training set) === Logistic Regression with ridge parameter of 1.0E-8 Coefficients... Class Variable 1 ========================= att_151 -1.3992 att_6584 -0.768 att_203 -1.152 att_287 -1.6579 att_289 -1.3266 att_6073 -0.2034 att_6166 1.8411 att_434 -1.4478 att_1506 -12.6428 att_8753 -13.3322 att_674 -0.6213 att_1513 17.3929 att_1496 -12.6421 att_1453 -13.7998 att_6201 1.4235 att_1693 -14.9227 att_933 -1.3684 att_1792 -14.2856 att_894 2.0982 att_6709 1.8793 att_2073 13.0616 att_7943 12.1142 att_1426 -2.8891 att_7065 12.6775 att_6088 -0.325 att_2441 12.4749 att_10175 13.1642 att_10780 13.7014 att_2504 -13.047 att_339 1.9964 Intercept 1.7003 Odds Ratios... Class Variable 1 ========================= att_151 0.2468 att_6584 0.4639 att_203 0.316 att_287 0.1905 att_289 0.2654 att_6073 0.8159 att_6166 6.3036 att_434 0.2351 att_1506 0 att_8753 0 att_674 0.5373 att_1513 35780931.144 att_1496 0 att_1453 0 att_6201 4.1517 att_1693 0 att_933 0.2545 att_1792 0 att_894 8.1511 att_6709 6.5491 att_2073 470523.5837 att_7943 182444.3035 att_1426 0.0556 att_7065 320454.2196 att_6088 0.7225 att_2441 261677.1457 att_10175 521376.0533 att_10780 892188.7928 att_2504 0 att_339 7.3625 Time taken to build model: 0.26 seconds === Evaluation on test set === === Summary === Correctly Classified Instances 24 100 % Incorrectly Classified Instances 0 0 % Kappa statistic 1 Mean absolute error 0.0646 Root mean squared error 0.1185 Relative absolute error 12.911 % Root relative squared error 23.7062 % Coverage of cases (0.95 level) 100 % Mean rel. region size (0.95 level) 64.5833 % Total Number of Instances 24 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure ROC Area PRC Area Class 1 0 1 1 1 1 0.917 1 1 0 1 1 1 1 0.917 -1 Weighted Avg. 1 0 1 1 1 1 0.917 === Confusion Matrix === a b <-- classified as 12 0 | a = 1 0 12 | b = -1