Table 4.
Method | Statistic | TPF | TNF | STVF | RO | MCR |
---|---|---|---|---|---|---|
KNN | Mean | 0.73 | 0.75 | 1.49 | 0.60 | 0.27 |
Stddev | 0.13 | 0.15 | 0.19 | 0.12 | 0.10 | |
Max | 0.87 | 0.97 | 1.75 | 0.76 | 0.58 | |
Min | 0.42 | 0.99 | 1.85 | 0.36 | 0.13 | |
SVM | Mean | 0.75 | 0.71 | 1.46 | 0.60 | 0.25 |
Stddev | 0.19 | 0.21 | 0.31 | 0.19 | 0.12 | |
Max | 0.94 | 0.99 | 1.85 | 0.86 | 0.70 | |
Min | 0.30 | 0.17 | 0.67 | 0.26 | 0.06 | |
Bayesian | Mean | 0.76 | 0.59 | 1.34 | 0.56 | 0.24 |
Stddev | 0.19 | 0.25 | 0.35 | 0.17 | 0.08 | |
Max | 0.95 | 0.97 | 1.76 | 0.77 | 0.70 | |
Min | 0.30 | 0.09 | 0.69 | 0.22 | 0.05 | |
FCM | Mean | 0.82 | 0.42 | 1.24 | 0.59 | 0.18 |
Stddev | 0.27 | 0.55 | 0.71 | 0.25 | 0.08 | |
Max | 0.99 | 0.96 | 1.83 | 0.84 | 1.00 | |
Min | 0 | −0.73 | −0.19 | 0 | 0.01 | |
IMPST | Mean | 0.79 | 0.83 | 1.61 | 0.68 | 0.21 |
Stddev | 0.19 | 0.15 | 0.21 | 0.17 | 0.12 | |
Max | 0.96 | 0.99 | 1.88 | 0.89 | 0.62 | |
Min | 0.38 | 0.58 | 1.18 | 0.34 | 0.04 | |
Proposed approach | Mean | 0.82 | 0.90 | 1.73 | 0.75 | 0.18 |
Stddev | 0.10 | 0.10 | 0.10 | 0.09 | 0.10 | |
Max | 0.99 | 0.99 | 1.87 | 0.88 | 0.48 | |
Min | 0.52 | 0.65 | 1.46 | 0.49 | 0.01 |