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Table 3 Ablation experiment results on the benchmark datasets

From: CL-ACP: a parallel combination of CNN and LSTM anticancer peptide recognition model

Component

 LSTM

√

√

√

√

√

 CNN

 

√

√

√

√

 Multi-SA (skip-connection)

  

√

 

√

 Structure information

   

√

√

 Multi-SA(cascade)

   

√

 

ACP736

 Acc (%)

78.94

82.88

83.55

83.55

83.83

 Sens (%)

78.66

80.06

82.26

83.20

82.93

 Spec (%)

79.21

80.62

82.82

83.94

84.76

 Prec (%)

80.04

82.12

84.00

84.54

85.15

 Mcc (%)

58.12

65.84

67.37

67.27

67.86

 AUC

0.862

0.897

0.904

0.900

0.909

ACP240

 Acc (%)

83.33

85.66

86.25

85.83

87.92

 Sens (%)

88.43

89.93

90.00

86.89

90.74

 Spec (%)

77.55

81.00

82.05

84.74

84.76

 Prec (%)

82.77

84.01

86.34

87.86

88.41

 Mcc (%)

67.83

73.03

73.18

72.23

76.56

 AUC

0.867

0.915

0.920

0.914

0.935

  1. Bold indicates the results of the final model (CL-ACP)