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Table 10 Average misclassification rates in a10-fold cross validation

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

Algorithm

Misclassification rate

KNN PCs

0.27

KNN spectra

0.26

LDA PCs

0.34

NNet spectra

0.98

NNet PCs

0.43

PDA spectra

0.02

QDA PCs

0.27

RForest PCs

0.27

RForest spectra

0.34

Tree PCs

0.55

Tree spectra

0.50

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BMC Medical Research Methodology

ISSN: 1471-2288

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