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Table 1 Results of Self-Consistency Test

From: Support Vector Machines for predicting protein structural class

Dataset

Algorithm

Rate of correct prediction for each class

Overall Rate of

      

Correct

  

all-α

all-β

α/β

α+β.

Prediction

277 domains

component coupled

95.7%

93.4%

95.1%

92.3%

94.2%

 

neural network

98.6%

93.4%

96.3%

84.6%

93.5%

 

SVM

100%

100%

100%

100%

100%

498 domains

component coupled

95.8%

95.2%

94.9%

95.4%

95.8%

 

neural network

100%

98.4%

96.3%

84.5%

94.6%

 

SVM

100%

100%

100%

100%

100%