Table 4 Experimental Results with Original Dataset.

From: Artificial intelligence framework for heart disease classification from audio signals

Models

Accuracy (%)

Precision (%)

Recall (%)

F1-score (%)

P-value (decimals)

RF

88.58

89.58

89.58

89.58

1.0

MLP

94.53

94.53

94.53

94.53

1.0

XGB

94.11

94.11

94.11

94.11

1.0

KNN

83.39

83.39

83.39

83.39

0.71

DT

94.84

94.84

94.84

94.84

0.99

Deep Learning Approaches

 

Conv1D

95.20

95.20

95.20

95.20

-

DNN

84.08

89.10

84.08

85.10

-