Table 8 Ablation study results.

From: A deep learning approach for heart disease detection using a modified multiclass attention mechanism with BiLSTM

Model configuration

Accuracy (%)

Precision (%)

Recall (%)

F-measure (%)

No IABPF (baseline)

88.40

90.10

90.00

90.05

No wavelet transformations

89.00

91.50

91.00

91.25

No attention mechanism

90.10

92.20

91.80

91.80

Full model (IABPF + Wavelet + M2AM)

98.82

97.20

98.34

98.92