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Table 8 Results for ablation studies

From: A multitask transfer learning framework for the prediction of virus-human protein–protein interactions

Dataset

Model

AUC

AP

Precision

Recall

F1

H1N1

Naive baseline

0.8310

0.8003

75.92

76.12

76.02

STT

0.9472

0.9590

85.86

86.09

85.98

MTT

0.9461

0.9589

86.28

86.51

86.40

Ebola

Naive baseline

0.8876

0.8665

82.12

82.67

82.39

STT

0.9655

0.9749

90.13

90.73

90.43

MTT

0.9680

0.9766

90.93

91.53

91.23

Denovo_slim

Naive baseline

0.8843

0.8673

83.80

84.00

83.90

STT

0.9207

0.9343

84.04

84.24

84.14

MTT

0.9221

0.9324

83.92

84.12

84.02

Barman ’s

Naive baseline

0.8084

0.8198

73.75

74.11

73.93

MTT

0.9804

0.9802

93.53

94.05

93.79

STT

0.9801

0.9802

93.83

94.29

94.06

Bacillus

Naive baseline

0.9842

0.9619

93.75

93.78

93.77

STT

0.9995

0.9986

97.93

97.96

97.95

MTT

0.9997

0.9992

98.75

98.78

98.76

Yersina

Naive baseline

0.9741

0.9277

92.61

92.64

92.63

STT

0.9987

0.9970

97.18

97.30

97.24

MTT

0.9988

0.9971

97.32

97.34

97.32

Franci

Naive baseline

0.9851

0.9680

94.36

94.43

94.39

STT

0.9997

0.9993

98.84

98.92

98.88

MTT

0.9998

0.9996

98.95

99.03

98.99

2697049

Naive baseline

0.5686

0.0010

0

0

0

STT

0.7457

0.0017

0.07

0.07

0.07

MTT

0.7566

0.0021

0.97

0.97

0.97

333761

Naive baseline

0.7002

0.0110

3.55

3.56

3.55

STT

0.8114

0.0213

4.72

4.72

4.72

MTT

0.8160

0.0262

6.35

6.35

6.35

2043570

Naive baseline

0.6624

0.0076

0.32

0.32

0.32

STT

0.6706

0.0087

1.11

3.01

1.46

MTT

0.6956

0.0096

1.89

1.91

1.90

644788

Naive baseline

0.8410

0.0089

1.82

1.85

1.83

STT

0.9705

0.0459

3.97

9.26

4.65

MTT

0.9537

0.0302

3.54

22.04

5.46

  1. The bold font is used to highlight highest scores corresponding to each dataset