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

Table 1.

Percentage of correct identification of outliers, masking and swamping for simulation data with three predictors (p=3).

    % Correct detection % Masking % Swamping
θ n RMD Hat Matrix DRGP FP-ε-SVR nu-SVR RMD Hat Matrix DRGP FP-ε-SVR nu-SVR RMD Hat Matrix DRGP FP-ε-SVR nu-SVR
%5 20 100 100 100 100 100 0 0 0 0 0 25 10 20 0.085 0
  40 100 100 100 100 100 0 0 0 0 0 17.5 10 17 0.375 0.022
  100 100 100 100 100 100 0 0 0 0 0 9.4 15 7.49 0.454 0
  160 100 100 100 100 100 0 0 0 0 0 20.31 6.25 7.5 0.462 0
%10 20 100 100 100 100 100 0 0 0 0 0 20 15 25 0 0
  40 100 100 100 100 100 0 0 0 0 0 7.25 7.5 7.5 0.075 0
  100 100 70 100 100 100 0 30 0 0 0 13.3 11 2.93 0.02 0
  160 100 62.5 100 100 100 0 37.5 0 0 0 6.44 10.62 1.25 0.025 0
%15 20 100 66.66 100 100 100 0 33.33 0 0 0 10 5 5 0 0.005
  40 100 50 100 100 100 0 50 0 0 0 17.72 7.5 2.5 0.002 0
  100 100 46.66 100 100 100 0 53.33 0 0 0 11.75 10 0 0.006 0
  160 100 50 100 100 100 0 50 0 0 0 6.88 8.75 1.25 0.007 0
%20 20 100 25 100 100 100 0 75 0 0 0 15 10 5 0 0
  40 100 37.5 100 100 100 0 62.5 0 0 0 16.33 10 0 0 0
  100 100 35 100 100 100 0 65 0 0 0 9.79 10 0 0 0
  160 100 37.5 100 100 100 0 62.5 0 0 0 3.47 8.75 0.625 0 0