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Table 1 Classification performance of support vector machines based on different kernels.

From: Supervised prediction of drug-induced nephrotoxicity based on interleukin-6 and -8 expression levels

 

Linear

Polynomial

Sigmoid

RBF

Balanced accuracy (%)

74.6

75.8

75.7

81.6

Sensitivity (%)

63.9

67.7

70.8

78.7

Specificity (%)

85.3

83.8

80.7

84.2

  1. (RBF=radial basis function. The degree of polynomial kernel is three. The values were estimated using a 3-fold cross validation procedure with 10 random trials, and averaged across three batches of HPTCs.)
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BMC Bioinformatics

ISSN: 1471-2105

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