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Table 1 Sequence-to-topology SVM performance using the LRG and PHAT matrices

From: Prediction of amphipathic in-plane membrane anchors in monotopic proteins using a SVM classifier

 

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

  1. a C = 5.0, 1/2 σ2 = 0.03, window size = 21
  2. b C = 5.0, 1/2 σ2 = 0.01, window size = 21
  3. c C = 25.0, 1/2 σ2 = 0.40, window size = 21 residues
  4. d C = 5.0, 1/2 σ2 = 0.10, window size = 21 residues
  5. e hidden layer size = 16, window size = 15 residues