Research Article
From Linear Programming Approach to Metaheuristic Approach: Scaling Techniques
Table 9
Accuracy for the WBCD database using the SVM with
C and
which were calculated by the grid search technique (
Lp-norm
= 1 and
= 2).
| | Fold | Lp-norm = 1 (S9) | Lp-norm = 2 (S10) | | C | | Accuracy % | C | | Accuracy % |
| | 1 | 2^11 | 2^−7 | 100 | 2^13 | 2^−5 | 98.21 | | 2 | 2^15 | 2^−15 | 98.25 | 2^15 | 2^−7 | 94.74 | | 3 | 2^11 | 2^−9 | 100 | 2^13 | 2^−5 | 96.49 | | 4 | 2^9 | 2^−7 | 98.25 | 2^13 | 2^−5 | 92.98 | | 5 | 2^15 | 2^−15 | 96.49 | 2^13 | 2^−5 | 96.49 | | 6 | 2^15 | 2^−15 | 96.49 | 2^13 | 2^−5 | 100 | | 7 | 2^9 | 2^−7 | 100 | 2^9 | 2^−5 | 96.49 | | 8 | 2^15 | 2^−15 | 100 | 2^11 | 2^−5 | 100 | | 9 | 2^15 | 2^−15 | 92.98 | 2^13 | 2^−5 | 98.25 | | 10 | 2^15 | 2^−15 | 100 | 2^13 | 2^−5 | 96.49 | | Avg. | 20172.8 | 0.0026 | 98.25 | 9267.2 | 0.029 | 97.01 | | CPU time | 13.217008 | 12.847815 |
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