TABLE 3.
Metrics | Lasso | Opt‐Lasso | SCAD | ISIS | RRCS | PLS | CNN | Direct DNN |
---|---|---|---|---|---|---|---|---|
Bias | −0.23 | −0.57 | −0.43 | −0.59 | −0.98 | −0.11 | −0.56 | −1.96 |
IQR | 10.06 | 10.81 | 12.17 | 9.66 | 8.95 | 10.79 | 13.46 | 21.51 |
RMSE | 13.18 | 12.53 | 14.79 | 11.62 | 13.46 | 14.01 | 16.65 | 25.52 |
Abbreviations: CNN, convolutional neural network; DNN, deep neural network; IQR, interquartile range; ISIS, iterative sure independent screening; PLS, partial least squares; RRCS, robust rank correlation‐based screening; SCAD, smoothly clippedabsolute deviations.