Table 2 Feature subsets of different selection strategies.
Feature selection | Selected features |
|---|---|
Radiomics | |
RFE | Flatness, Sphericity, 10Percentile, Maximum, Skewness, Imc1, LargeDependenceHighGrayLevelEmphasis, LargeAreaEmphasis, LargeAreaLowGrayLevelEmphasis |
RFA | LargeDependenceHighGrayLevelEmphasis |
LASSO | Flatness, Minimum, Skewness, LargeAreaLowGrayLevelEmphasis |
clinical scores | |
RFE & RFA | mHAP_II_score_group |
LASSO | mHAP_II_score_group, 6_and_12_group |
Combined features (clinical and radiomics) | |
Best combined | LargeDependenceHighGrayLevelEmphasis, mHAP_II_score_group |