====== 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