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Table 1 Error rates for SVM, k-NN and QDA used to compare effectiveness of PCA and Isomap for supervised classification analysis of the cytokine compendium (computed by 10-fold cross validation with 95% confidence intervals)

From: Non-linear dimensionality reduction of signaling networks

Datasets Isomap Full data PCA
k-NN 0,31 ± 0.08 0,29 ± 0.08 0,39 ± 0.10
QDA 0,28 ± 0.07 0,23 ± 0.09 0,39 ± 0.08
SVM 0,31 ± 0.09 0,24 ± 0.08 0,36 ± 0.11