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. 2020 Mar 24;20(6):1795. doi: 10.3390/s20061795

Table 4.

Statistical summary of SOM developed from each strategy by using the random forest (RF) algorithm.

Strategy Number of mtry Calibration (n = 112) Validation (n = 56)
R 2 c RMSEc (g kg−1) R 2 V RMSEv (g kg−1) RPIQ
1DV 3 0.44 6.35 0.43 7.08 1.45
2DI 5 0.74 4.39 0.70 5.23 1.97
3DI 1 0.89 2.85 0.90 3.27 3.15
1DV+2DI 10 0.83 3.71 0.82 4.16 2.48
1DV+3DI 8 0.91 2.86 0.90 2.96 3.48
2DI+3DI 8 0.94 2.29 0.93 2.52 4.09