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. 2015 Mar 16;15(3):6306–6323. doi: 10.3390/s150306306

Table 1.

LMA and SCGA validation using HOV and LOOCV.

Iterations Hold-Out Validation Leave-One-Out Cross Validation
10 50 100 10 50 100
Output # Train Test Train Test Train Test Train Test Train Test Train Test
SCGA 1 (size) 0.79 1.58 0.3 1.03 0.27 0.99 0.93 1.72 0.32 0.79 0.29 0.58
2 (depth) 2.7 4.08 2.59 3.99 2.56 4.09 2.78 4.1 2.66 3.87 2.62 3.82
3 (modulus) 3.16 6.6 3.1 6.58 3.09 4.6 3.36 6.59 3.28 6.64 3.24 6.9
LMA 1 (size) 0.28 1.06 0.26 3.19 0.26 6.84 0.29 0.52 0.26 1.03 0.25 3.08
2 (depth) 2.54 5.21 2.36 39.1 2.25 105 2.59 3.86 2.42 6.25 2.29 33.8
3 (modulus) 3.05 6.53 2.91 12.1 2.77 46.4 3.16 6.9 2.83 13.3 2.68 43.1