Table 4.
Percentage of correct identification of outliers, masking and swamping, and computational running time (p=200) with different types of kernel functions.
| % Correct detection | % Masking | % Swamping | Time by seconds | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Types of Kernel | Types of Kernel | Types of Kernel | Types of Kernel | ||||||||||||||
| θ | n | RBF | Polynomial | Linear | Bessel | RBF | Polynomial | Linear | Bessel | RBF | Polynomial | Linear | Bessel | RBF | Polynomial | Linear | Bessel |
| 5% | 20 | 38.8 | 32.7 | 38.9 | 100 | 61.2 | 67.3 | 61.1 | 0 | 0.43 | 0.42 | 0.385 | 1.94 | 230.4 | 246.6 | 213.6 | 119.4 |
| 40 | 49.8 | 47.25 | 50 | 100 | 50.2 | 52.75 | 50 | 0 | 0.217 | 0.23 | 0.25 | 1.33 | 239.4 | 2082 | 2406 | 173.4 | |
| 100 | 79.1 | 92 | 80 | 100 | 20.9 | 8 | 20 | 0 | 0.088 | 0 | 0.3 | 0.45 | 349.2 | 4536 | 5400 | 175.2 | |
| 160 | 87.2 | 96.25 | 85 | 100 | 12.8 | 3.75 | 15 | 0 | 0.092 | 0 | 0.1875 | 0.23 | 467.4 | 4860 | 5580 | 271.8 | |
| 10% | 20 | 39.25 | 43.4 | 35 | 100 | 60.75 | 56.6 | 65 | 0 | 0.26 | 0.205 | 0.5 | 1.06 | 212.4 | 615 | 252 | 126 |
| 40 | 66.4 | 62.5 | 52.5 | 100 | 33.6 | 37.5 | 47.5 | 0 | 0.072 | 0 | 0 | 0.69 | 228 | 1854 | 2028 | 168.6 | |
| 100 | 86.91 | 91 | 88 | 100 | 13.09 | 9 | 12 | 0 | 0.049 | 0.1 | 0 | 0.22 | 323.4 | 3996 | 4320 | 209.4 | |
| 160 | 92.006 | 95.625 | 90 | 100 | 7.993 | 4.375 | 10 | 0 | 0.028 | 0 | 0.062 | 0.09 | 459 | 5040 | 5616 | 243.6 | |
| 15% | 20 | 42.333 | 33.333 | 43.333 | 100 | 57.666 | 66.666 | 56.666 | 0 | 0.09 | 0.5 | 0 | 0.43 | 247.2 | 618 | 918 | 117 |
| 40 | 71.35 | 70 | 73.33 | 100 | 28.65 | 30 | 26.66 | 0 | 0.035 | 0 | 0 | 0.20 | 270 | 1933.2 | 2400 | 130.2 | |
| 100 | 88.093 | 80.667 | 68.667 | 100 | 11.906 | 19.332 | 31.333 | 0 | 0.012 | 0 | 0.1 | 0.04 | 337.2 | 2412 | 3960 | 177.6 | |
| 160 | 92.8 | 87.916 | 75.416 | 100 | 7.2 | 12.083 | 24.583 | 0 | 0.0037 | 0.312 | 1.687 | 0.01 | 501 | 5220 | 7560 | 249 | |
| 20% | 20 | 45.85 | 47.5 | 37.5 | 100 | 54.15 | 52.5 | 62.5 | 0 | 0.035 | 0 | 0 | 0.11 | 246 | 660 | 1038 | 135.6 |
| 40 | 72.987 | 70 | 66.25 | 100 | 27.012 | 30 | 33.75 | 0 | 0.0075 | 0 | 0 | 0.05 | 298.8 | 2010 | 2544 | 169.2 | |
| 100 | 88.5 | 83 | 71.5 | 100 | 11.5 | 17 | 28.5 | 0 | 0.002 | 0 | 0 | 0.004 | 298.2 | 4860 | 5616 | 211.2 | |
| 160 | 92.768 | 87.187 | 80.312 | 100 | 7.231 | 12.812 | 19.687 | 0 | 0.0006 | 0.25 | 0.75 | 0.002 | 399.6 | 5220 | 7562 | 254.4 | |