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Table 5 Comparison of results of DNN algorithm and SVM algorithm

From: Predicting Ca2+ and Mg2+ ligand binding sites by deep neural network algorithm

Ligands

Algorithms

Hidden layers

Hidden neurons

Batch size

Sn (%)

Sp (%)

Acc (%)

MCC

Ca2+

DNN

2

16

32

80.1

74.6

77.4

0.563

 

DNN

2

16

32

78.6

79.1

79.1

0.196

 

SVM

   

67.0

77.6

77.4

0.149

Mg2+

DNN

3

32

32

80.9

82.8

81.9

0.658

 

DNN

3

32

32

71.7

85.1

85

0.163

 

SVM

   

77.2

78.9

78.8

0.141

  1. DNN represents the results of the training dataset, DNN represents the results of independent testing dataset