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. 2021 Jun 29;15(5):163–171. doi: 10.1049/syb2.12031

TABLE 3.

This table shows the results of prediction performance by fivefold cross‐validation estimations

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.