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Instance Selection + C4.5 - Glass

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Instance Selection + C4.5 - Glass

17/11/2009 23:11

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

Glass

Accuracy Compression Rules
mean std. mean std. mean std.
** C4.5** ** 68.56** 10.55 100.00 0.00 ** 15.54** 1.83
EkPs60p1 ** 52.57** :-( 10.52 ** 3.63** :-( 0.01 ** 2.96** :-( 0.20
EkPs60p3 ** 58.77** :-( 11.07 ** 10.90** :-( 0.03 ** 4.81** :-( 0.97
EkPs60p5 ** 60.88** 10.70 ** 18.17** :-( 0.05 ** 7.00** :-( 1.13
EkPs60p10 ** 65.83** 10.66 ** 36.34** :-( 0.09 ** 10.29** :-( 1.06
EkPs10p1 ** 52.57** :-( 10.52 ** 3.63** :-( 0.01 ** 2.96** :-( 0.20
** CNN** ** 60.18** :-( 10.94 ** 53.80** :-( 2.30 ** 14.20** 1.83
** DROP3** ** 51.41** :-( 14.09 ** 20.04** :-( 2.86 ** 6.83** :-( 1.41
** DROP5** ** 51.68** :-( 12.00 ** 25.76** :-( 2.64 ** 8.56** :-( 1.15
** ENRBF** ** 59.24** :-( 12.87 ** 20.40** :-( 2.18 ** 5.29** :-( 0.59
** ENN** ** 68.17** 9.61 ** 81.12** :-( 1.44 ** 10.50** :-( 0.93
** ICF** ** 61.70** 10.48 ** 36.21** :-( 2.45 ** 9.52** :-( 0.86
** GE** ** 68.98** 9.87 ** 91.34** :-( 1.30 ** 15.57** 2.25
** RNGE** ** 63.30** 11.32 ** 59.10** :-( 2.17 ** 13.93** 2.04
** RMHC** ** 33.85** :-( 11.73 ** 3.63** :-( 0.01 ** 2.66** :-( 0.50
** MC** ** 38.52** :-( 13.23 ** 3.63** :-( 0.01 ** 2.53** :-( 0.56

:-) 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

EkPs10p1 Configuration: 

Classifier=C45
PostClassifier=C45
CostTolerance=1E-16
MaxNumCostCalls=300
MaxSimplexIters=200
NumFolds=-1
NumProtoPerClass=1
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