Table 2.
Fitting statistics of prediction models for milk minerals and ratio between micellar and diffusible fractions (w/w) in cross-validation obtained using partial least squares (PLS) and backward interval PLS (BiPLS) analysis (n = 91).
Trait | PLS | BiPLS | ΔR2CV | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
LV | RMSECV | R2CV | RPDCV | NV | LV | RMSECV | R2CV | RPDCV | |||
Ca | Total, mg/100 mL | 9 | 5.86 | 0.68 | 1.76 | 230 | 10 | 4.77 | 0.79 | 2.16 | 0.11 |
Diffusible, mg/100 mL | 5 | 3.15 | 0.69 | 1.79 | 180 | 9 | 2.69 | 0.77 | 2.09 | 0.08 | |
Micellar, mg/100 mL | 8 | 6.35 | 0.66 | 1.70 | 160 | 10 | 5.30 | 0.76 | 2.04 | 0.10 | |
Micellar/Diffusible, w/w | 5 | 0.58 | 0.52 | 1.45 | 90 | 6 | 0.36 | 0.69 | 1.78 | 0.17 | |
P | Total, mg/100 mL | 5 | 5.58 | 0.62 | 1.62 | 100 | 10 | 3.30 | 0.87 | 2.73 | 0.25 |
Diffusible, mg/100 mL | 7 | 2.91 | 0.64 | 1.67 | 230 | 10 | 2.56 | 0.73 | 1.90 | 0.09 | |
Micellar, mg/100 mL | 5 | 6.27 | 0.52 | 1.43 | 210 | 10 | 4.76 | 0.73 | 1.89 | 0.21 | |
Micellar/Diffusible, w/w | 7 | 0.27 | 0.56 | 1.49 | 220 | 10 | 0.22 | 0.68 | 1.77 | 0.12 | |
K | Total, mg/100 mL | 10 | 8.58 | 0.35 | 1.24 | 100 | 10 | 7.14 | 0.55 | 1.49 | 0.20 |
Diffusible, mg/100 mL | 6 | 7.58 | 0.49 | 1.40 | 100 | 9 | 6.92 | 0.58 | 1.53 | 0.09 | |
Micellar, mg/100 mL | 7 | 8.69 | 0.18 | 1.08 | 180 | 7 | 8.19 | 0.25 | 1.15 | 0.07 | |
Micellar/Diffusible, w/w | 3 | 0.09 | 0.09 | 1.04 | 90 | 7 | 0.08 | 0.29 | 1.17 | 0.20 | |
Mg | Total, mg/100 mL | 7 | 0.74 | 0.57 | 1.52 | 140 | 10 | 0.64 | 0.68 | 1.76 | 0.11 |
Diffusible, mg/100 mL | 5 | 0.62 | 0.43 | 1.32 | 190 | 7 | 0.54 | 0.57 | 1.52 | 0.14 | |
Micellar, mg/100 mL | 5 | 0.68 | 0.48 | 1.38 | 160 | 7 | 0.53 | 0.68 | 1.77 | 0.20 | |
Micellar/Diffusible, w/w | 4 | 0.16 | 0.33 | 1.22 | 140 | 6 | 0.13 | 0.56 | 1.51 | 0.23 | |
Na | Total, mg/100 mL | 8 | 4.85 | 0.63 | 1.64 | 290 | 10 | 4.02 | 0.75 | 1.98 | 0.12 |
Na was not found in micellar phase and thus it is presented as total Na only. Abbreviations are as follows: LV, number of latent variables for calibration; RMSECV, root mean square error in cross-validation; R2CV, coefficient of determination in cross-validation; RPDCV, ratio of performance to deviation in cross-validation; NV, number of spectral variables selected in the model; ΔR2CV, difference between R2CV of BiPLS and PLS.