|
| Methods | Descriptions and parameters | Abbreviations |
|
| (1) Naïve Bayes | weka.classifiers.bayes.NaiveBayes | NB |
|
| (2) C4.5 | weka.classifiers.trees.J48 -C 0.25 -M 2 | C4.5 |
|
| (3) -nearest neighbor | weka.classifiers.lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A ∖"weka.core.EuclideanDistance -R first-last∖"" | KNN |
|
| (4) Cost-sensitive with Naïve Bayes | weka.classifiers.meta.AdaBoostM1 -P 100 -S 1 -I 10 -W weka.classifiers.bayes.NaiveBayes | Cost-NB |
|
| (5) AdaBoost with Naïve Bayes | weka.classifiers.meta.AdaBoostM1 -P 100 -S 1 -I 10 -W weka.classifiers.bayes.NaiveBayes | Ada-NB |
|
| (6) AdaBoost with cost-sensitive and Naïve Bayes | weka.classifiers.meta.AdaBoostM1 -P 100 -S 1-I10 -W weka.Classifiers.meta.CostSensitiveClassifier - - -cost-matrix "[1.0 3.0; 1.0 1.0]" -S 1 -W weka. classifiers.bayes.NaiveBayes | Ada-Cost-NB |
|
| (7) Bagging with Naïve Bayes | weka.classifiers.meta.Bagging -P 100 -S 1 -num-slots 1 -I 10 -W weka.classifiers.bayes.NaiveBayes | Bag-NB |
|
| (8) Bagging with cost-sensitive and Naïve Bayes | weka.classifiers.meta.Bagging -P 100 -S 1 -num-slots 1 -I 10 -W weka.classifiers.meta.CostSensitive Classifier - - -cost-matrix "[1.0 3.0; 1.0 1.0]" -S 1 -W weka.classifiers.bayes.NaiveBayes | Bag-Cost-NB |
|
| (9) Stacking with NB, KNN, C4.5, and logistic | weka.classifiers.meta.Stacking -X 10 -M "weka. classifiers.functions.Logistic -R 1.0E-8 -M -1 –num –decimal-places 4" -S 1 -num-slots 1 -B "weka. classifiers.bayes.NaiveBayes" -B "weka.classifiers. lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch. LinearNNSearch -A ∖∖∖"weka.core.EuclideanDistance -R first-last∖∖∖"∖"" -B "weka.classifiers.trees.J48 -C 0.25 -M 2" | Stacking-log |
|
| (10) Stacking cost-sensitive with NB, KNN, C4.5, and logistic | weka.classifiers.meta.Stacking -X 10 -M "weka. classifiers.meta.CostSensitiveClassifier –cost -matrix ∖"[1.0 3.0; 1.0 1.0]∖" -S 1 -W weka.classifiers. functions.Logistic - - -R 1.0E-8 -M -1 –num –decimal –places 4" -S 1 -num-slots 1 -B "weka. classifiers. bayes.NaiveBayes " -B "weka.classifiers.lazy.IBk -K 1 -W 0 -A ∖"weka.core.neighboursearch.LinearNN Search -A ∖∖∖"weka.core.EuclideanDistance -R first- last∖∖∖"∖"" -B "weka.classifiers.trees.J48 -C 0.25 -M 2" | Stacking-Cost-log |
|
