Table 4 Additional evaluation Metrics-Based comparison of deep learning model Performance.
From: Harris Hawks optimization based deep learning models for heart disease diagnosis
Models | Specificity(%) | NPV(%) | MCC(%) | Cohen’s Kappa(%) | Log Loss | Brier Score |
|---|---|---|---|---|---|---|
MLP | 81.42 | 91.37 | 73.66 | 73.2 | 27.91 | 9.24 |
CNN | 81.76 | 84.99 | 67.57 | 67.52 | 31.64 | 10.61 |
LSTM | 88 | 87 | 75 | 75 | 24.42 | 8.26 |
Bidirectional LSTM | 89 | 87 | 76 | 76 | 24.26 | 8.16 |
Gated Recurrent Unit | 89 | 87 | 76 | 76 | 24.11 | 8.13 |