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. Author manuscript; available in PMC: 2019 Jan 9.
Published in final edited form as: Phys Med Biol. 2018 Jan 9;63(2):025004. doi: 10.1088/1361-6560/aaa096

Table 3.

List of features that were selected in more than 50% of the cross validation runs from local and global regions.

Local Feature Description Percentage Local Feature Description Percentage Global Feature Description Percentage
F1 coefficient of variance of rMH 100% (566/566) F7 range of SMV 100% (566/566) F1
cGV
69.96% (396/566)
F2 kurtosis of rMH 100% (566/566) F8 median of ρ3 98.06% (555/566) F2 sum of ρ0 100% (566/566)
F3 max of aGV 100% (566/566) F9 standard deviation of ρ4 100% (566/566) F3 max of ρ0 99.82%(565/566)
F4 max of aPV 63.43% (359/566) F10 max of θ6 99.47% (563/566) F4 SP 100% (566/566)
F5 median of rPV 100% (566/566) F11 min of θ6 99.47% (563/566) F5 ~ SG 96.64%(547/566)
F6 mean deviation of SPH 98.06% (555/566) F6 ~ SP 100% (566/566)

Note. a, c, and r: semivariogram descriptors that stand for nugget, sill and range, respectively. S and ŝ : structural similarity descriptors that stand for Structural Similarity index and Correlation-Based Structural Similarity index, respectively. ρ and θ : position information descriptors, namely distance and angle, respectively. H and V: horizontal masking/direction and vertical masking/direction, respectively. G, M and P: grayscale values, the magnitude and phase responses of multidirectional Gabor filters, respectively. 0-6: 0 indicates DoG basic element regions spread over the whole breast region, 1-6 indicate DoG basic element regions spread over the first sub-region to the 6th sub-region. For example, rMH indicates the range from the magnitude of Gabor filters for horizontal strips; ŜG stands for the CB-SSIM index from grayscale values; and ρ3 stands for the radius of DoG basic element regions spread over the 3rd sub-region.