Table 1.
The average test error rate (in percentage) of various methods with different targets among 500 replications. The cutoff for all binary classification methods is set to be 1/2. Numbers in the subscript indicate the standard deviations.
| Methods | Target states |
|||||||
|---|---|---|---|---|---|---|---|---|
| AR | GA | IL | MI | MN | MS | NC | VA | |
| naïve-Lasso | 4.793.36 | 6.983.90 | 5.734.14 | 11.492.44 | 12.462.70 | 7.536.57 | 15.606.73 | 9.484.88 |
| Pooled-Lasso | 3.594.71 | 9.984.22 | 7.895.56 | 7.045.80 | 10.38 5.18 | 22.017.18 | 12.735.35 | 21.445.46 |
| Pooled-Trans-GLM | 1.83 3.12 | 4.86 3.60 | 2.52 3.55 | 5.62 4.54 | 10.755.60 | 7.23 6.65 | 9.71 5.75 | 7.15 4.23 |
| Trans-GLM | 1.54 2.94 | 4.74 3.54 | 2.51 3.45 | 5.53 4.73 | 10.34 5.73 | 7.246.81 | 9.34 5.57 | 7.18 4.67 |
| SVM | 6.711.70 | 17.093.89 | 7.005.40 | 12.591.87 | 13.292.29 | 23.928.90 | 12.666.86 | 10.785.29 |
| Pooled-SVM | 7.846.32 | 13.474.73 | 7.755.24 | 7.586.40 | 13.015.69 | 27.328.72 | 12.305.75 | 17.315.46 |
| Tree | 2.23 3.58 | 8.374.40 | 4.625.27 | 10.055.53 | 10.978.42 | 5.97 5.26 | 18.298.01 | 14.466.88 |
| Pooled-Tree | 7.816.89 | 7.684.59 | 4.634.26 | 7.426.18 | 10.535.91 | 16.737.30 | 14.767.26 | 17.435.85 |
| RF | 3.603.57 | 6.043.59 | 4.083.98 | 6.424.79 | 10.51 5.10 | 7.275.72 | 11.296.29 | 7.734.77 |
| Pooled-RF | 3.734.82 | 7.493.90 | 4.353.63 | 5.34 4.99 | 10.864.96 | 12.566.88 | 11.046.03 | 10.405.18 |
| Boosting | 2.233.58 | 4.65 3.77 | 2.55 3.82 | 7.795.52 | 10.646.51 | 5.28 5.16 | 10.886.47 | 7.53 5.10 |
| Pooled-Boosting | 3.104.84 | 5.713.53 | 3.823.85 | 5.815.27 | 11.215.13 | 14.317.42 | 10.82 5.99 | 11.955.25 |