UCI testing data using libID

 

Data(pos/neg)

classifier

precision

recall

cmc(333/1140)

AdaBoost

0.40

0.39

UnderSampl

0.33

0.63

HSampl

0.37

0.48

Asymboost

0.39

0.42

BalanceCascade

0.35

0.59

libID(-r 0)

0.48

0.74

libID(-r 1)

0.50

0.67

haberman(81/225)

AdaBoost

0.35

0.36

UnderSampl

0.36

0.60

HSampl

0.36

0.47

Asymboost

0.34

0.39

BalanceCascade

0.36

0.57

libID(-r 0)

0.54

0.80

libID(-r 1)

0.59

0.84

ionosphere(126/225)

AdaBoost

0.95

0.88

UnderSampl

0.92

0.89

HSampl

0.94

0.86

Asymboost

0.95

0.88

BalanceCascade

0.93

0.89

libID(-r 0)

0.94

0.89

libID(-r 1)

0.94

0.91

pima(268/500)

AdaBoost

0.63

0.60

UnderSampl

0.58

0.73

HSampl

0.62

0.65

Asymboost

0.63

0.61

BalanceCascade

0.60

0.71

libID(-r 0)

0.78

0.76

libID(-r 1)

0.77

0.81

Letter(789/19211)

AdaBoost

0.99

0.98

UnderSampl

0.83

0.99

HSampl

0.92

0.99

Asymboost

0.99

0.98

BalanceCascade

0.96

0.99

libID(-r 0)

0.88

0.99

libID(-r 1)

0.85

0.98