Table 3.
Metric | χ | λ | ||||
---|---|---|---|---|---|---|
0.5% | 1% | 2.5% | 5% | 10% | ||
PM | 0.52 ± 0.25 | 0.57 ± 0.15 | 0.60 ± 0.08 | 0.60 ± 0.06 | 0.60 ± 0.04 | 1 |
ROCE | 1.60 ± 1.19 | 1.59 ± 0.81 | 1.58 ± 0.51 | 1.55 ± 0.35 | 1.52 ± 0.23 | |
EF | 1.54 ± 1.10 | 1.56 ± 0.76 | 1.55 ± 0.48 | 1.53 ± 0.33 | 1.50 ± 0.22 | |
REF | 3.86 ± 2.75 | 3.89 ± 1.90 | 3.88 ± 1.20 | 7.63 ± 1.65 | 14.97 ± 2.22 | |
CCR | 0.50 ± 0.00 | 0.50 ± 0.00 | 0.51 ± 0.01 | 0.51 ± 0.01 | 0.53 ± 0.01 | |
MCC | 0.01 ± 0.01 | 0.01 ± 0.01 | 0.01 ± 0.01 | 0.02 ± 0.01 | 0.03 ± 0.01 | |
CKC | 0.00 ± 0.01 | 0.01 ± 0.01 | 0.01 ± 0.01 | 0.02 ± 0.01 | 0.02 ± 0.01 | |
SEN | 0.01 ± 0.01 | 0.02 ± 0.01 | 0.04 ± 0.01 | 0.08 ± 0.02 | 0.15 ± 0.02 | |
SPE | 1.00 ± 0.00 | 0.99 ± 0.00 | 0.98 ± 0.00 | 0.95 ± 0.00 | 0.90 ± 0.00 | |
PRE | 0.04 ± 0.03 | 0.04 ± 0.02 | 0.04 ± 0.01 | 0.04 ± 0.01 | 0.04 ± 0.01 | |
ACC | 0.97 ± 0.00 | 0.97 ± 0.00 | 0.95 ± 0.00 | 0.93 ± 0.00 | 0.88 ± 0.00 | |
PM | 0.96 ± 0.01 | 0.96 ± 0.01 | 0.96 ± 0.00 | 0.94 ± 0.00 | 0.91 ± 0.00 | 20 |
ROCE | 28.80 ± 8.24 | 26.73 ± 5.20 | 22.13 ± 2.46 | 16.72 ± 1.11 | 10.49 ± 0.34 | |
EF | 16.67 ± 2.70 | 16.12 ± 1.85 | 14.44 ± 1.03 | 11.99 ± 0.56 | 8.48 ± 0.22 | |
REF | 41.68 ± 6.74 | 40.30 ± 4.62 | 36.09 ± 2.56 | 59.97 ± 2.79 | 84.78 ± 2.18 | |
CCR | 0.54 ± 0.01 | 0.58 ± 0.01 | 0.67 ± 0.01 | 0.78 ± 0.01 | 0.88 ± 0.01 | |
MCC | 0.18 ± 0.03 | 0.24 ± 0.03 | 0.34 ± 0.03 | 0.40 ± 0.02 | 0.40 ± 0.01 | |
CKC | 0.13 ± 0.02 | 0.22 ± 0.03 | 0.34 ± 0.03 | 0.38 ± 0.02 | 0.31 ± 0.01 | |
SEN | 0.08 ± 0.01 | 0.16 ± 0.02 | 0.36 ± 0.03 | 0.60 ± 0.03 | 0.85 ± 0.02 | |
SPE | 1.00 ± 0.00 | 0.99 ± 0.00 | 0.98 ± 0.00 | 0.96 ± 0.00 | 0.92 ± 0.00 | |
PRE | 0.42 ± 0.07 | 0.40 ± 0.05 | 0.36 ± 0.03 | 0.30 ± 0.01 | 0.21 ± 0.01 | |
ACC | 0.97 ± 0.00 | 0.97 ± 0.00 | 0.97 ± 0.00 | 0.96 ± 0.00 | 0.92 ± 0.00 |
The PM is not so much dependent on the applied cutoff value. For good models the EF and ROCE metrics decrease when the cutoff is increased, while the REF, CCR, MCC and CKC values always increase when the cutoff is increased from 2.5% up to 10%