TABLE 2.
Summary of feature selection results in the application to the ADNI study
| t-tau | Aβ1-42 | |||||
|---|---|---|---|---|---|---|
| Proposed | COSSO | LASSO | Proposed | COSSO | LASSO | |
| Mean of Prediction error | 0.870 (0.028) | 1.745 (1.869) | 0.881 (0.027) | 0.830 (0.032) | 6.748 (13.176) | 0.838 (0.031) |
| Median of Prediction error | 0.869 | 0.923 | 0.880 | 0.829 | 0.859 | 0.836 |
| Avg.# | 8.08 | 6.12 | 14.96 | 5.72 | 6.34 | 14.98 |
| Range # | [4,12] | [1,14] | [14,15] | [3,13] | [1,14] | [14,15] |
Note: The numbers are the mean and median of prediction errors from 500 replicates and the numbers within parentheses are their standard deviations. Avg.#: Average number of selected variables. Range #: Range number of selected variables.