Research Article
Diagnostics through Residual Plots in Binomial Regression Addressing Chemical Species Data
Table 6
Empirical power of different residuals based on F-test statistic for multicollinearity detection in binomial regression.
| | | | RES | PRES | APRES | CERES (L) | CERES (K) |
| 20 | 2 | 0.001 | 0.615 | 0.652 | 0.744 | 0.641 | 10 | 0.002 | 0.615 | 0.652 | 0.754 | 0.655 | 20 | 0.040 | 0.576 | 0.654 | 0.756 | 0.714 | 95 | 0.018 | 0.576 | 0.678 | 0.756 | 0.716 |
| 40 | 2 | 0.122 | 0.746 | 0.770 | 0.858 | 0.766 | 10 | 0.132 | 0.751 | 0.771 | 0.862 | 0.756 | 20 | 0.144 | 0.753 | 0.732 | 0.872 | 0.766 | 95 | 0.176 | 0.763 | 0.832 | 0.878 | 0.780 |
| 60 | 2 | 0.184 | 0.764 | 0.854 | 0.882 | 0.844 | 10 | 0.212 | 0.794 | 0.856 | 0.882 | 0.858 | 20 | 0.226 | 0.795 | 0.856 | 0.898 | 0.874 | 95 | 0.238 | 0.796 | 0.970 | 0.910 | 0.886 |
| 100 | 2 | 0.256 | 0.796 | 0.974 | 0.918 | 0.980 | 10 | 0.257 | 0.878 | 0.978 | 0.936 | 0.884 | 20 | 0.257 | 0.894 | 0.988 | 0.995 | 0.995 | 95 | 0.334 | 0.896 | 0.996 | 0.996 | 0.990 |
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