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Table 2 Classification performance of classifiers trained on both IL-6 and -8 features.

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

 

NB

k-NN

SVM

RF

Balanced accuracy (%)

70.2

74.1

81.6

87.8

Sensitivity (%)

62.0

74.0

78.7

89.4

Specificity (%)

78.4

74.2

84.2

85.9

  1. (NB=Naive Bayes classifier, k-NN=k-nearest neighbour classifier with k= 3, SVM=support vector machine with radial basis function kernel, RF=random forest classifier. The values were estimated using a 3-fold cross validation procedure with 10 random trials, and averaged across three batches of HPTCs.)