Table 2.
The average classification errors (%) and standard errors (in parentheses) from 500 monte carlo repetitions for three simulation 1 designs.
| Model | Method | Logistic regression | SVM (Linear) | SVM (Gaussian) | LDA | QDA | Naive Bayes |
|---|---|---|---|---|---|---|---|
| (A) | Single | 17.09 (5.34) | 16.85 (5.13) | 15.43 (4.86) | 16.73 (5.36) | 15.47 (4.95) | 16.90 (4.74) |
| Majority vote | 15.15 (4.45) | 15.19 (4.37) | 13.37 (4.33) | 15.10 (4.42) | 14.20 (4.16) | 15.70 (4.38) | |
| OOB weight | 14.96 (4.36) | 14.88 (4.18) | 13.10 (4.11) | 14.73 (4.31) | 13.63 (4.00) | 15.03 (4.23) | |
| (B) | Single | 11.29 (3.58) | 11.07 (3.55) | 11.61 (4.04) | 10.68 (3.45) | 12.04 (3.83) | 13.40 (4.07) |
| Majority vote | 10.21 (3.40) | 10.17 (3.22) | 10.63 (3.59) | 9.95 (3.26) | 10.94 (3.48) | 11.99 (3.64) | |
| OOB weight | 10.19 (3.34) | 10.05 (3.17) | 10.54 (3.53) | 9.91 (3.22) | 10.79 (3.46) | 11.74 (3.59) | |
| (C) | Single | 50.67 (5.91) | 49.62 (5.41) | 32.92 (5.57) | 50.70 (5.92) | 31.57 (4.70) | 30.57 (4.79) |
| Majority vote | 49.91 (5.96) | 48.79 (6.03) | 31.11 (5.62) | 49.82 (6.00) | 30.86 (4.99) | 29.74 (4.77) | |
| OOB weight | 49.62 (6.01) | 48.80 (5.95) | 31.04 (5.51) | 49.63 (6.03) | 30.73 (4.95) | 29.69 (4.71) |
Note: The minimum error rate is marked in bold.