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



# 17/11/2009 04:11

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

=====Appendicitis====

^             ^   **Accuracy**  ^^         **Compression**  ^^          **Rules**  ^^
|             |     mean   |  std.  |            mean   |  std.  |             mean   |  std.  |
|  **   C4.5** | ** 85.32**     | 10.39 |     **100.00**     |  0.00 |      **  3.20**     |  0.67 |
|  **EkPs60p1** | ** 80.18**     | 11.12 |     **  2.10** :-( |  0.01 |      **  1.00** :-( |  0.00 |
|  **EkPs60p3** | ** 84.40**     | 10.15 |     **  6.29** :-( |  0.03 |      **  2.00** :-( |  0.00 |
|  **EkPs60p5** | ** 84.10**     | 10.29 |     ** 10.48** :-( |  0.05 |      **  2.10** :-( |  0.30 |
|  **EkPs60p10** | ** 86.06**     | 10.65 |     ** 20.96** :-( |  0.11 |      **  2.86**     |  0.38 |
|  **     CNN** | ** 80.23**     | 14.21 |     ** 36.83** :-( |  3.71 |      **  1.87** :-( |  0.79 |
|  **   DROP3** | ** 83.03**     | 11.25 |     **  7.45** :-( |  1.13 |      **  2.00** :-( |  0.00 |
|  **   DROP5** | ** 76.47**     | 14.88 |     **  8.48** :-( |  1.79 |      **  2.01** :-( |  0.10 |
|  **   ENRBF** | ** 80.77**     | 16.09 |     **  5.20** :-( |  1.48 |      **  1.86** :-( |  0.35 |
|  **     ENN** | ** 83.63**     | 10.87 |     ** 92.59** :-( |  1.16 |      **  3.63**     |  1.13 |
|  **     ICF** | ** 82.03**     | 12.07 |     ** 20.41** :-( |  5.00 |      **  2.28** :-( |  0.49 |
|  **      GE** | ** 84.11**     | 11.08 |     ** 54.99** :-( |  3.53 |      **  3.13**     |  0.63 |
|  **    RNGE** | ** 80.65**     | 11.20 |     ** 37.34** :-( |  3.39 |      **  1.34** :-( |  0.70 |
|  **    RMHC** | ** 80.18**     | 11.12 |     **  2.10** :-( |  0.01 |      **  1.00** :-( |  0.00 |
|  **      MC** | ** 80.18**     | 11.12 |     **  2.10** :-( |  0.01 |      **  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