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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
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