Table 6.
SNR | PR | RE | AC | ||||||
---|---|---|---|---|---|---|---|---|---|
c 0 | c 1 | c 2 | c 0 | c 1 | c 2 | AVG | STD | ||
ANN | 1 | 0.66 | 0.73 | 0.99 | 0.80 | 0.61 | 0.94 | 0.78 | 0.17 |
5 | 0.74 | 0.88 | 0.99 | 0.84 | 0.68 | 0.95 | 0.82 | 0.14 | |
10 | 0.80 | 0.85 | 0.98 | 0.88 | 0.75 | 0.96 | 0.86 | 0.11 | |
Noiseless | 0.86 | 0.82 | 0.92 | 0.84 | 0.82 | 0.96 | 0.87 | 0.08 | |
| |||||||||
NB | 1 | 0.67 | 0.75 | 0.99 | 0.80 | 0.59 | 0.96 | 0.78 | 0.19 |
5 | 0.71 | 0.79 | 0.98 | 0.88 | 0.62 | 0.96 | 0.82 | 0.18 | |
10 | 0.76 | 0.83 | 0.97 | 0.90 | 0.69 | 0.96 | 0.85 | 0.14 | |
Noiseless | 0.80 | 0.87 | 0.98 | 0.90 | 0.75 | 0.99 | 0.86 | 0.12 | |
| |||||||||
k-NN | 1 | 0.64 | 0.73 | 0.99 | 0.92 | 0.53 | 0.93 | 0.77 | 0.23 |
5 | 0.65 | 0.71 | 1.00 | 0.91 | 0.50 | 0.89 | 0.78 | 0.21 | |
10 | 0.71 | 0.80 | 1.00 | 0.98 | 0.59 | 0.87 | 0.81 | 0.20 | |
Noiseless | 0.72 | 0.83 | 1.00 | 0.96 | 0.63 | 0.90 | 0.83 | 0.18 | |
| |||||||||
SVM | 1 | 0.70 | 0.69 | 1.00 | 0.81 | 0.70 | 0.82 | 0.78 | 0.07 |
5 | 0.73 | 0.78 | 1.00 | 0.87 | 0.78 | 0.82 | 0.82 | 0.05 | |
10 | 0.76 | 0.84 | 1.00 | 0.94 | 0.80 | 0.82 | 0.85 | 0.08 | |
Noiseless | 0.79 | 0.84 | 1.00 | 0.97 | 0.81 | 0.81 | 0.86 | 0.09 | |
| |||||||||
NSC | 1 | 0.65 | 0.86 | 0.98 | 0.92 | 0.48 | 1.00 | 0.80 | 0.28 |
5 | 0.70 | 0.93 | 0.98 | 0.96 | 0.56 | 1.00 | 0.84 | 0.24 | |
10 | 0.77 | 1.00 | 0.94 | 1.00 | 0.64 | 1.00 | 0.88 | 0.21 | |
Noiseless | 0.83 | 0.95 | 0.94 | 0.98 | 0.74 | 0.98 | 0.90 | 0.14 |