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Table 4 Prediction accuracy with different feature combinations

From: Intelligent prediction of sudden cardiac death based on multi-domain feature fusion of heart rate variability signals

Feature

Time

Acc

Spe

Sen

\(S_{v}\) and time domain

SCD10

87.50%

95.00%

80.00%

SCD20

86.43%

95.00%

80.33%

SCD30

92.14%

100%

86.67%

SCD40

92.50%

100%

89.33%

SCD50

86.79%

91.00%

87.00%

SCD60

78.21%

92.00%

71.33%

SCD70

90.00%

100%

85.33%

Mean ± standared deviation

87.65% ± 4.84%

96.14% ± 3.89%

82.86% ± 6.15%

\(S_{v}\) and entropy

SCD10

87.50%

93.33%

82.00%

SCD20

87.14%

96.67%

81.33%

SCD30

92.50%

100%

86.67%

SCD40

95.00%

100%

90.00%

SCD50

87.50%

83.81%

89.33%

SCD60

84.28%

89.33%

81.67%

SCD70

90.00%

100%

84.67%

Mean ± standared deviation

89.13% ± 3.64%

94.73% ± 6.29%

85.10% ± 3.65%

Combined

SCD10

90.00%

100%

85.00%

SCD20

90.00%

100%

85.00%

SCD30

94.29%

100%

91.00%

SCD40

95.00%

100%

93.33%

SCD50

90.00%

86.67%

90.00%

SCD60

86.43%

96.00%

85.33%

SCD70

92.50%

100%

88.33%

Mean ± standared deviation

91.17% ± 2.97%

97.52% ± 5.01%

88.28% ± 3.32%