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Table 9 Quantiles of the misclassification rates in the 1000 simulated data sets

From: Comparing classification methods for diffuse reflectance spectra to improve tissue specific laser surgery

  0% 25% 50% 75% 100%
KNN PCs 0.12 0.16 0.17 0.19 0.24
KNN spectra 0.09 0.14 0.15 0.16 0.22
LDA PCs 0.05 0.10 0.11 0.12 0.16
NNet PCs 0.05 0.10 0.12 0.14 0.34
NNet spectra 0.35 0.76 0.82 0.89 0.92
PDA spectra 0.00 0.00 0.00 0.00 0.00
QDA PCs 0.00 0.01 0.01 0.01 0.03
RForest PCs 0.03 0.06 0.07 0.08 0.14
RForest spectra 0.11 0.16 0.17 0.19 0.25
Tree PCs 0.13 0.18 0.20 0.22 0.31
Tree spectra 0.22 0.29 0.31 0.33 0.44