====== Instance Selection + C4.5 on Sonar ======


# 21/11/2009 15:11

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


=====Sonar=====
^             ^   **Accuracy       **  ^^  **Compression       **   ^^  **Rules       **  ^^
|             |     mean   |  std.  |
      mean   |  std.  |
        mean   |  std.  |
|  **   C4.5** | ** 74.83**     | 10.70 | **100.00**     |  0.00 |**  7.29**     |  1.07 |
|  **EkPs60p1** | ** 53.40** :-( |  9.83 | **  1.07** :-( |  0.00 |**  1.00** :-( |  0.00 |
|  **EkPs60p3** | ** 72.33**     |  8.72 | **  3.21** :-( |  0.01 |**  2.00** :-( |  0.00 |
|  **EkPs60p5** | ** 71.99**     |  9.15 | **  5.34** :-( |  0.01 |**  2.00** :-( |  0.00 |
|  **EkPs60p10** | ** 69.07**    | 10.88 | ** 10.68** :-( |  0.02 | **  2.38** :-( |  0.53 | 
|  **     CNN** | ** 67.36**     | 11.61 | ** 40.97** :-( |  2.60 |**  5.41** :-( |  0.99 |
|  **   DROP3** | ** 66.92**     | 10.60 | ** 24.87** :-( |  2.65 |**  3.17** :-( |  0.65 |
|  **   DROP5** | ** 67.05**     | 10.74 | ** 26.91** :-( |  2.23 |**  3.51** :-( |  0.64 |
|  **   ENRBF** | ** 60.22** :-( | 11.49 | ** 13.54** :-( |  1.61 |**  2.75** :-( |  0.76 |
|  **     ENN** | ** 76.50**     |  9.47 | ** 92.04** :-( |  1.27 |**  6.38**     |  0.90 |
|  **     ICF** | ** 71.70**     | 11.27 | ** 37.54** :-( |  2.11 |**  4.43** :-( |  0.59 |
|  **      GE** | ** 74.74**     | 10.90 | ** 99.99**     |  0.05 |**  7.27**     |  1.07 |
|  **    RNGE** | ** 68.41**     | 10.82 | ** 45.50** :-( |  1.81 |**  5.42** :-( |  0.85 |
|  **    RMHC** | ** 46.60** :-( |  9.83 | **  1.07** :-( |  0.00 |**  1.00** :-( |  0.00 |
|  **      MC** | ** 46.60** :-( |  9.83 | **  1.07** :-( |  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