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. Author manuscript; available in PMC: 2013 Aug 28.
Published in final edited form as: Artif Intell Med. 2008 Apr 29;43(1):61–74. doi: 10.1016/j.artmed.2008.03.002

Table 2.

Comparison of classifiers

mean ± standard deviation
classifier ndim sensitivity specificity | sens – spec | Az
k-NN (no opt) 38 0.73 ± 0.16 0.75 ± 0.07 0.15 ± 0.14 0.77 ± 0.10
k-NN (1-bit) 7 0.78 ± 0.18 0.79 ± 0.06 0.16 ± 0.10 0.80 ± 0.08
k-NN (2-bit) 11 0.79 ± 0.14 0.78 ± 0.06 0.13 ± 0.13 0.81 ± 0.07
k-NN (3-bit) 17 0.78 ± 0.15 0.78 ± 0.06 0.15 ± 0.12 0.79 ± 0.06
k-NN (4-bit) 23 0.72 ± 0.22 0.80 ± 0.07 0.22 ± 0.14 0.78 ± 0.12
CNI 1 0.79 ± 0.20 0.71 ± 0.11 0.19 ± 0.17 0.86 ± 0.10
CrNI 1 0.66 ± 0.36 0.76 ± 0.11 0.28 ± 0.27 0.78 ± 0.21
NAA 1 0.77 ± 0.25 0.67 ± 0.07 0.24 ± 0.15 0.79 ± 0.12
Lactate 1 0.48 ± 0.34 0.74 ± 0.05 0.32 ± 0.23 0.61 ± 0.31
Lipid 1 0.52 ± 0.30 0.68 ± 0.03 0.23 ± 0.23 0.61 ± 0.23