Table 5 Comparison results of different decomposition methods based on optimal parameters of encoding in PCCD.

From: Multi-level feature encoding algorithm based on FBPSI for heart sound classification

 

Acc (%)

MLFE

Acc (%)

FBPSI + MLFE

Spe (%)

Pre (%)

UAR (%)

F1 (%)

Spe (%)

Pre (%)

UAR (%)

F1 (%)

EMD

90.28

81.95

86.87

81.95

84.07

85.00

81.13

86.46

96.19

91.07

VMD

96.51

93.68

95.49

93.68

94.55

98.46

95.56

98.65

99.42

99.03

TQWT

96.37

93.14

95.34

93.14

94.19

98.61

95.60

99.38

98.87

99.12

MODWT

96.57

93.88

95.76

93.89

94.79

98.73

95.65

98.88

99.53

99.21

  1. Significant values are in [bold].