====== Instance Selection + C4.5 on Statlog Heart ======


# 20/11/2009 21:11

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


=====Statlog heart=====
^             ^   **Accuracy**  ^^         **Compression**  ^^     **Rules**  ^^      
|             |     mean   |  std.  |
      mean   |  std.  |       mean   |  std.  |
|  **   C4.5** | ** 77.37**     |  7.66 | **100.00**     |  0.00 |** 17.99**     |  2.53 |
|  **EkPs60p1** | ** 55.56** :-( |  9.03 | **  0.82** :-( |  0.00 |**  1.00** :-( |  0.00 |
|  **EkPs60p3** | ** 72.48**     |  8.92 | **  2.47** :-( |  0.00 |**  2.00** :-( |  0.00 |
|  **EkPs60p5** | ** 71.70**     |  8.66 | **  4.12** :-( |  0.00 |**  2.53** :-( |  0.54 |
|  **EkPs60p10** | ** 79.15**     |  7.78 | **  8.23** :-( |  0.00| **  3.66** :-( |  0.54 | 
|  **     CNN** | ** 71.74**     |  9.17 | ** 43.39** :-( |  2.42 |** 14.02** :-( |  2.06 |
|  **   DROP3** | ** 73.37**     |  9.10 | ** 12.00** :-( |  1.58 |**  3.64** :-( |  1.02 |
|  **   DROP5** | ** 74.26**     | 10.48 | ** 12.21** :-( |  2.62 |**  4.18** :-( |  1.10 |
|  **   ENRBF** | ** 71.85**     |  9.40 | **  7.16** :-( |  1.21 |**  3.35** :-( |  1.06 |
|  **     ENN** | ** 79.26**     |  6.60 | ** 89.67** :-( |  1.01 |** 12.32** :-( |  1.93 |
|  **     ICF** | ** 73.22**     |  9.19 | ** 24.72** :-( |  2.50 |**  8.33** :-( |  1.49 |
|  **      GE** | ** 77.89**     |  7.99 | ** 98.45** :-( |  0.65 |** 17.96**     |  2.55 |
|  **    RNGE** | ** 73.41**     |  8.88 | ** 51.95** :-( |  2.11 |** 15.81** :-( |  2.24 |
|  **    RMHC** | ** 55.56** :-( |  9.03 | **  0.82** :-( |  0.00 |**  1.00** :-( |  0.00 |
|  **      MC** | ** 55.56** :-( |  9.03 | **  0.82** :-( |  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