Research Article
Boosted Sine Cosine Algorithm with Application to Medical Diagnosis
Table 4
The
value of ESCA_PSO compared with other algorithms.
(a) |
| | ESCA_PSO | SCADE | | SCA | | SCA_PSO | | CGSCA | | GWO | |
| F1 | N/A | 1.73-06 | + | 1.73-06 | + | 2.80-01 | | 1.73-06 | + | 2.88-06 | + | F2 | N/A | 1.73-06 | + | 1.73-06 | + | 1.73-06 | — | 1.73-06 | + | 1.73-06 | + | F3 | N/A | 1.73-06 | + | 1.73-06 | + | 1.92-06 | — | 1.73-06 | + | 1.73-06 | + | F4 | N/A | 1.73-06 | + | 1.73-06 | + | 8.77-01 | | 1.73-06 | + | 1.92-06 | + | F5 | N/A | 1.78-01 | | 1.25-02 | — | 6.27-02 | | 1.48-02 | — | 1.59-01 | | F6 | N/A | 3.52-06 | + | 1.02-05 | + | 4.53-01 | | 1.24-05 | + | 1.73-06 | — | F7 | N/A | 1.73-06 | + | 1.73-06 | + | 1.73-06 | — | 1.73-06 | + | 1.73-06 | + | F8 | N/A | 1.73-06 | + | 1.92-06 | + | 1.53-01 | | 1.73-06 | + | 1.73-06 | — | F9 | N/A | 1.73-06 | + | 2.35-06 | + | 5.30-01 | | 1.73-06 | + | 1.73-06 | — | F10 | N/A | 1.73-06 | + | 1.73-06 | + | 9.84-03 | + | 1.73-06 | + | 1.73-06 | — | F11 | N/A | 1.73-06 | + | 1.73-06 | + | 6.88-01 | | 1.73-06 | + | 1.73-06 | — | F12 | N/A | 2.37-05 | + | 2.58-03 | + | 8.94-01 | | 4.53-04 | + | 3.18-01 | | F13 | N/A | 1.73-06 | + | 1.73-06 | + | 4.99-03 | — | 1.73E-06 | + | 2.43-02 | — | F14 | N/A | 1.73-06 | + | 1.73-06 | + | 2.70-02 | — | 1.73-06 | + | 5.22-06 | + | F15 | N/A | 1.73-06 | + | 1.73-06 | + | 5.44-01 | | 1.73-06 | + | 4.86-05 | + | F16 | N/A | 3.88-06 | + | 1.73-06 | + | 1.96-03 | + | 1.92-06 | + | 2.88-06 | — | F17 | N/A | 1.73-06 | + | 1.73-06 | + | 1.48-04 | — | 1.73-06 | + | 7.71-04 | + | F18 | N/A | 1.73-06 | + | 1.73-06 | + | 2.35-06 | — | 1.73-06 | + | 2.07-02 | + | F19 | N/A | 1.73-06 | + | 1.73-06 | + | 7.97-01 | | 1.73-06 | + | 1.74-04 | + | F20 | N/A | 1.73-06 | + | 1.73-06 | + | 1.92-06 | — | 1.73-06 | + | 2.88-06 | + | F21 | N/A | 1.73-06 | + | 1.73-06 | + | 7.19-02 | | 1.73-06 | + | 1.15-04 | + | F22 | N/A | 6.42-03 | + | 3.18-01 | | 4.11-03 | + | 1.36-01 | | 7.69-06 | — | F23 | N/A | 1.00+00 | | 1.73-06 | + | 1.00+00 | | 1.00+00 | | 1.73-06 | + | F24 | N/A | 1.56-02 | + | 1.73-06 | + | 1.00+00 | | 2.44-04 | + | 1.73-06 | + | F25 | N/A | 1.00+00 | | 1.73-06 | + | 1.00+00 | | 1.00+00 | | 3.79-06 | + | F26 | N/A | 1.73-06 | + | 1.73-06 | + | 1.64-05 | + | 1.73-06 | + | 4.68-03 | + | F27 | N/A | 5.96-05 | + | 1.73-06 | + | 1.00+00 | | 1.00+00 | | 1.73-06 | + | F28 | N/A | 1.23-05 | + | 1.73-06 | + | 1.00+00 | | 1.00+00 | | 1.73-06 | + | F29 | N/A | 1.73-06 | + | 1.73-06 | + | 5.11-03 | + | 5.61-06 | — | 1.73-06 | + | F30 | N/A | 1.73-06 | + | 1.73-06 | + | 6.75-05 | + | 1.32-04 | — | 1.73-06 | + | +/-/= | / | 27/0/3 | | 28/1/1 | | 6/8/10 | | 22/3/5 | | 20/8/2 | | Avg | 2 | 10 | 9 | 3 | 7 | 5 |
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|
(b) |
| | MFO | | BA | | PSO | | LSHADE | |
| F1 | 3.18-06 | + | 1.73-06 | — | 2.99-01 | | 1.73-06 | — | F2 | 1.73-06 | + | 1.73-06 | — | 1.73-06 | + | 1.73-06 | — | F3 | 1.73-06 | + | 1.73-06 | — | 1.73-06 | — | 1.73-06 | — | F4 | 1.73-06 | + | 1.57-02 | — | 9.75-01 | | 1.73-06 | — | F5 | 1.73-06 | — | 8.45-01 | | 1.53-01 | | 1.73-06 | — | F6 | 1.15-04 | — | 3.06-04 | + | 7.69-06 | — | 1.73-06 | — | F7 | 1.73-06 | + | 1.73-06 | — | 1.73E-06 | + | 1.73-06 | — | F8 | 1.64-05 | — | 2.83-04 | + | 5.45-02 | | 1.73-06 | — | F9 | 2.21-01 | | 7.51-05 | + | 2.80-01 | | 1.73-06 | — | F10 | 4.53-01 | | 4.68-03 | + | 1.85-01 | | 1.73-06 | — | F11 | 1.92-01 | | 1.11-01 | | 9.26-01 | | 1.73-06 | — | F12 | 1.73-06 | — | 1.73-06 | — | 4.20-04 | + | 1.73-06 | — | F13 | 1.73-06 | + | 6.56-02 | | 7.16-04 | — | 1.80-05 | — | F14 | 1.73-06 | + | 1.64-05 | + | 1.48-02 | + | 8.19-05 | + | F15 | 1.73-06 | + | 1.92-06 | + | 5.32-03 | — | 1.73-06 | — | F16 | 4.29-06 | + | 1.73-06 | + | 5.30-01 | | 1.73-06 | — | F17 | 2.41-03 | + | 2.88-06 | — | 2.41-03 | — | 2.13-06 | — | F18 | 3.59-04 | + | 1.73-06 | — | 1.85-01 | | 1.73-06 | — | F19 | 2.05-04 | + | 6.87-02 | | 5.45-02 | | 1.73-06 | — | F20 | 1.73-06 | + | 1.92-06 | — | 1.92-06 | — | 3.59-04 | — | F21 | 1.36-04 | + | 2.84-05 | — | 7.19-01 | | 1.73-06 | — | F22 | 4.72-02 | + | 1.15-04 | + | 2.21-01 | | 1.73-06 | — | F23 | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | 4.32-08 | + | F24 | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | F25 | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | F26 | 1.73-06 | + | 7.52-02 | | 1.24-05 | + | 1.02-01 | | F27 | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | F28 | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | F29 | 1.73-06 | + | 1.73-06 | + | 8.73-03 | + | 1.73-06 | + | F30 | 1.73-06 | + | 1.73-06 | + | 1.73-06 | + | 4.29-06 | + | +/-/= | 23/4/3 | | 15/10/5 | | 12/6/12 | | 8/21/1 | | Avg | 8 | 6 | 4 | 1 |
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