Table 4.
Comparison of computation times for LASSO-Cox (L-Cox), EN-Cox, EN-AFT (BJ: Buckley-James imputation, M: mean imputation) methods (in seconds). p: number of variables, N: number of subjects.
p | N | L-Cox | EN-Cox | EN-AFT-BJ | EN-AFT-M |
---|---|---|---|---|---|
200 | 50 | 164.57 | 62.65 | 0.98 | 0.05 |
200 | 100 | 200.04 | 110.41 | 1.39 | 0.06 |
200 | 150 | 648.53 | 133.61 | 5.63 | 0.08 |
500 | 150 | 1107.85 | 217.95 | 6.33 | 0.10 |
1000 | 150 | 1134.76 | 508.79 | 11.02 | 0.29 |