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. 2025 Feb 26;13:1534216. doi: 10.3389/fchem.2025.1534216

TABLE 5.

Modeling and prediction results based on variable dimensionality reduction methods.

SWIR VNIR
GLC GLP GLC GLP
RP 2 MSEP RT 2 RP 2 MSEP RT 2 RP 2 MSEP RT 2 RP 2 MSEP RT 2
polysaccharides DT 0.50 0.49257 0.80 0.63 0.12218 0.72 0.54 0.17276 0.72 0.71 0.17911 0.85
BP 0.32 0.38350 0.57 0.55 0.14353 0.81 0.57 0.25815 0.64 0.34 0.37401 0.43
ELM 0.60 0.45253 0.83 0.53 3.02734 0.91 0.69 0.43786 0.95 0.38 2.49455 0.95
ergosterol DT 0.62 0.00132 0.82 0.70 0.00114 0.74 0.68 0.00101 0.73 0.86 0.00039 0.93
BP 0.48 0.00183 0.56 0.57 0.00096 0.66 0.58 0.00121 0.80 0.76 0.00087 0.76
ELM 0.61 0.06103 0.89 0.53 0.01555 0.95 0.65 0.00445 0.92 0.74 0.00282 0.96