UCI testing data
using libID
Data(pos/neg) |
classifier |
precision |
recall |
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 |
|
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 |
|
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 |
|
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 |
|
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 |