|
Data set
|
Imbalance level (%)
|
F-measure
|
AUC
|
|---|
|
MSE
|
MFE
|
MSFE
|
MSE
|
MFE
|
MSFE
|
|---|
|
Household
|
20
|
0.3913
|
0.4138
|
0.4271
|
0.7142
|
0.7397
|
0.7354
|
|
10
|
0.2778
|
0.2797
|
0.3151
|
0.7125
|
0.7179
|
0.7193
|
|
5
|
0.1143
|
0.1905
|
0.2353
|
0.6714
|
0.6950
|
0.6970
|
|
Tree 1
|
20
|
0.5500
|
0.5500
|
0.5366
|
0.8100
|
0.8140
|
0.8185
|
|
10
|
0.4211
|
0.4211
|
0.4211
|
0.7960
|
0.7990
|
0.7990
|
|
5
|
0.1667
|
0.2353
|
0.2353
|
0.7920
|
0.8000
|
0.8000
|
|
Tree 2
|
20
|
0.4348
|
0.4255
|
0.4255
|
0.8480
|
0.8450
|
0.8440
|
|
10
|
0.1818
|
0.2609
|
0.2500
|
0.8050
|
0.8050
|
0.8060
|
|
5
|
0.0000
|
0.1071
|
0.1481
|
0.5480
|
0.6520
|
0.7000
|
- Italic scores indicate MFE/MSFE loss outperforming MSE loss
