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Table 6 Results from ablation study for mitochondria

From: MSLP: mRNA subcellular localization predictor based on machine learning techniques

Mitochondria (350)

Metric

GNB

DT

RF

XGB

CatB

SVC

Kmer

Sen

98.60

90.00

98.60

98.60

98.60

98.60

Spe

85.70

94.30

98.60

98.60

98.60

97.10

ACC

92.10

92.10

98.60

98.60

98.60

97.90

Pre

85.70

94.30

98.60

98.60

98.60

97.10

F1

92.10

92.10

98.60

98.60

98.60

97.90

MCC

0.85

0.844

0.971

0.971

0.971

0.957

PseKNC

Sen

98.60

88.60

98.60

98.60

98.60

98.60

Spe

87.10

90.00

98.60

98.60

98.60

97.10

ACC

92.90

89.30

98.60

98.60

98.60

97.90

Pre

87.10

90.00

98.60

98.60

98.60

97.10

F1

92.80

89.30

98.60

98.60

98.60

97.90

MCC

0.863

0.786

0.971

0.971

0.971

0.957

Physiochemical

Sen

92.90

90.00

95.70

97.10

98.60

98.60

Spe

78.60

95.70

98.60

98.60

98.60

98.60

ACC

85.70

92.90

97.10

97.90

98.60

98.60

Pre

78.60

95.70

98.60

98.60

98.60

98.60

F1

85.60

92.90

97.10

97.90

98.60

98.60

MCC

0.722

0.859

0.943

0.957

0.971

0.971

Z-curve

Sen

98.60

98.60

98.60

98.60

98.60

98.60

Spe

97.10

97.10

98.60

100.00

100.00

100.00

ACC

97.90

97.90

98.60

99.30

99.30

99.30

Pre

97.10

97.10

98.60

100.00

100.00

100.00

F1

97.90

97.90

98.60

99.30

99.30

99.30

MCC

0.957

0.957

0.971

0.986

0.986

0.986

All features

Sen

95.70

91.40

97.10

98.60

98.60

94.30

Spe

80.00

97.10

98.60

100.00

98.60

95.70

ACC

87.90

94.30

97.90

99.30

98.60

95.00

Pre

80.00

97.10

98.60

100.00

98.60

95.70

F1

87.80

94.30

97.90

99.30

98.60

95.00

MCC

0.767

0.887

0.957

0.986

0.971

0.90