Research Article

Comparison of Variable Selection Methods for Time-to-Event Data in High-Dimensional Settings

Table 7

Number of selected predictors and gene frequency occurrence for breast cancer dataset and each selection method (resampling results).

Training fractionNumber of selected predictors
med (min–max)
LASSO-cvlLASSO-pcvlElastic NetBSS EnetCoxBoostRSF

1/226 (4-71)11 (0-59)47 (11-100)30 (17-49)26 (0-56)82 (71-93)
2/340 (6-70)14 (4-53)58 (14-104)41 (31-62)40 (5-70)85 (72-93)
Occurrence frequency
med (min–max)
1/22 (1-65)2 (1-57)2 (1-73)2 (1-77)2 (1-64)5 (1-57)
2/33 (1-92)2 (1-73)3 (1-95)3 (1-98)3 (1-91)5 (1-61)