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. 2006 May 16;7:255. doi: 10.1186/1471-2105-7-255

Table 1.

Sequence-to-topology SVM performance using the LRG and PHAT matrices

No Positional Weighting Positional Weighting
Substitution Matrix LRGa PHATb LRGc PHATd MLPe

Accuracy 94.0 93.6 93.9 94.3 90.6
Sensitivity 18.3 9.9 28.4 27.2 35.3
Specificity 99.8 100.0 98.9 99.4 94.8
Pnon-IPM 94.1 93.6 94.8 94.7 95.1
PIPM 87.1 94.4 67.0 76.3 34.2
CPM 0.38 0.30 0.41 0.44 0.30

a C = 5.0, 1/2σ2 = 0.03, window size = 21

b C = 5.0, 1/2σ2 = 0.01, window size = 21

c C = 25.0, 1/2σ2 = 0.40, window size = 21 residues

d C = 5.0, 1/2σ2 = 0.10, window size = 21 residues

e hidden layer size = 16, window size = 15 residues