Instance Selection + C4.5 on Iris
% 21/11/2009 16:11
Test description:
Crosvalidation test 10x10 Normalization [-1,1] Vector Selection Classification=C45
C45 Configuration:
BinarySplits=False ConfidenceFactor=0.25 MinNumObj=2 NumFolds=3 ReducedErrorPruning=False Unpruned=False
Iris
| Accuracy | Compression | Rules | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| mean | std. | mean | std. |
mean | std. |
| C4.5 | 93.60 | 6.56 | 100.00 | 0.00 | 4.00 | 1.11 | |
| EkPs60p1 | 22.00  | 6.46 | 2.22 | 0.00 | 1.00 | 0.00 | ||||
| EkPs60p3 | 92.47 | 7.07 | 6.67 | 0.00 | 3.00 | 0.00 | ||||
| EkPs60p5 | 92.60 | 6.06 | 11.11 | 0.00 | 3.01 | 0.10 | ||||
| EkPs60p10 | 93.67 | 6.38 | 22.22 | 0.00 | 3.53 | 0.67 | ||||
| CNN | 80.60 | 13.24 | 15.90 | 2.08 | 3.72 | 0.95 | ||||
| DROP3 | 90.40 | 8.44 | 9.70 | 1.41 | 3.00 | 0.00 | ||||
| DROP5 | 89.67 | 7.95 | 10.08 | 1.62 | 3.06 | 0.34 | ||||
| ENRBF | 62.00 | 12.08 | 12.64 | 1.80 | 2.10 | 0.36 | ||||
| ENN | 94.53 | 5.87 | 96.63 | 0.43 | 3.10 | 0.33 | ||||
| ICF | 93.60 | 6.21 | 29.84 | 4.37 | 3.15 | 0.41 | ||||
| GE | 93.87 | 6.54 | 32.15 | 2.03 | 4.01 | 1.03 | ||||
| RNGE | 82.53 | 14.79 | 15.17 | 1.68 | 3.66 | 1.09 | ||||
| RMHC | 33.33 | 10.42 | 2.22 | 0.00 | 1.00 | 0.00 | ||||
| MC | 33.33 | 10.42 | 2.22 | 0.00 | 1.00 | 0.00 | ||||
statistically significant improvement, significant degradation
EkPs60p1 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=1 NumSimplexPoints=60
EkPs60p3 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=3 NumSimplexPoints=60
EkPs60p5 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=5 NumSimplexPoints=60
EkPs60p10 Configuration:
Classifier=C45 PostClassifier=C45 CostTolerance=1E-16 MaxNumCostCalls=300 MaxSimplexIters=200 NumFolds=-1 NumProtoPerClass=10 NumSimplexPoints=60
CNN Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean
DROP3 Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean Order=EnemyDistance ENN=True IncludePruned=True
DROP5 Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean Order=EnemyDistanceAndReverse ENN=False IncludePruned=True
ENRBF Configuration:
Sigma=0.5 Strenght=0.05 RemoveNoise=True Tolerance=0.95 Metric=Intemi.Metric.SquareEuclidean
ENN Configuration:
Classifier=kNN k=3, Metric=Intemi.Metric.SquareEuclidean Repeated=False
ICF Configuration:
Metric=Intemi.Metric.SquareEuclidean Filter=(ENN using kNN k=3)
GE Configuration:
Metric=Intemi.Metric.SquareEuclidean MeighboursType=Gabriel
RNGE Configuration:
Metric=Intemi.Metric.SquareEuclidean MeighboursType=Relative
RMHC Configuration:
Classifier=kNN k=1, Metric=Intemi.Metric.SquareEuclidean Search=randomMutation Mutations=1000
MC Configuration:
Classifier=kNN k=1, Metric=Intemi.Metric.SquareEuclidean Search=monteCarlo Mutations=1000