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


% 21/11/2009 17:11

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


=====Wine=====
^             ^   **Accuracy        **  ^^  **Compression        **  ^^  **Rules        **  ^^
|             |     mean   |  std.  |
      mean   |  std.  |
       mean   |  std.       |
|  **  C4.5 ** | ** 92.03**     |  7.07 | **100.00**     |  0.00 |  **  4.52**     |  0.72 |
|  **EkPs60p1** | ** 39.91** :-( | 11.44 | **  1.87** :-( |  0.00 |  **  1.00** :-( |  0.00 |
|  **EkPs60p3** | ** 85.80**     |  8.54 | **  5.62** :-( |  0.01 |  **  3.00** :-( |  0.00 |
|  **EkPs60p5** | ** 85.74**     |  9.04 | **  9.36** :-( |  0.02 |  **  3.00** :-( |  0.00 |
|  **EkPs60p10** | ** 87.60**    |  7.65 | ** 18.73** :-( |  0.05 |  **  3.38** :-( |  0.49 |
|  **     CNN** | ** 82.51** :-( | 11.83 | ** 15.41** :-( |  2.18 |  **  3.71** :-( |  0.46 |
|  **   DROP3** | ** 77.05** :-( | 11.24 | ** 11.77** :-( |  1.60 |  **  3.00** :-( |  0.00 |
|  **   DROP5** | ** 77.52** :-( | 11.02 | ** 11.35** :-( |  1.46 |  **  3.00** :-( |  0.00 |
|  **   ENRBF** | ** 79.94** :-( | 11.98 | ** 12.69** :-( |  1.96 |  **  3.66** :-( |  0.50 |
|  **     ENN** | ** 89.94**     |  7.36 | ** 97.16** :-( |  0.56 |  **  3.95**     |  0.80 |
|  **     ICF** | ** 76.44** :-( | 12.06 | ** 13.23** :-( |  2.00 |  **  3.16** :-( |  0.37 |
|  **      GE** | ** 91.90**     |  6.97 | ** 83.88** :-( |  1.92 |  **  4.40**     |  0.55 |
|  **    RNGE** | ** 82.96** :-( |  9.48 | ** 21.62** :-( |  1.72 |  **  4.00** :-( |  0.00 |
|  **    RMHC** | ** 33.14** :-( |  9.79 | **  1.87** :-( |  0.00 |  **  1.00** :-( |  0.00 |
|  **      MC** | ** 33.14** :-( |  9.79 | **  1.87** :-( |  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