Skip to main content
. 2021 Apr 8;49(10):2550–2569. doi: 10.1080/02664763.2021.1911965

Table 2.

Percentage of correct identification of outliers, masking and swamping for simulation data with 200 predictors (p=200).

    % Correct detection %Masking %Swamping Time by seconds
θ n FP-ε-SVR nu-SVR FP-ε-SVR nu-SVR FP-ε-SVR nu-SVR FP-ε-SVR nu-SVR
5% 20 0.50 100 99.5 0 0 1.94 167.4 119.4
  40 12.10 100 87.9 0 0 1.33 671.4 173.4
  100 70.12 100 29.88 0 0 0.45 2073.6 175.2
  160 80.26 100 19.73 0 0 0.23 3148.8 271.8
10% 20 0.6 100 99.4 0 0 1.06 138 126
  40 41.07 100 58.92 0 0 0.69 682.2 168.6
  100 79.66 100 20.34 0 0 0.22 1533 209.4
  160 87.30 100 12.69 0 0 0.09 5904 243.6
15% 20 3.26 100 96.73 0 0 0.43 120 117
  40 52.75 100 41.25 0 0 0.20 538.2 130.2
  100 80.95 100 19.04 0 0 0.04 1459.8 177.6
  160 88.01 100 11.99 0 0 0.01 5508 249
20% 20 12.45 100 87.55 0 0 0.11 165.6 135.6
  40 58.75 100 41.25 0 0 0.05 798 169.2
  100 83.38 100 16.62 0 0 0.004 1671 211.2
  160 89.12 100 10.87 0 0 0.002 3006 254.4