From: A hybrid cost-sensitive ensemble for heart disease prediction
 | RF | LR | SVM | ELM | KNN | Ensemble |
---|---|---|---|---|---|---|
E | ||||||
 Z-value\(^{1}\) | − 2.803 | − 2.803 | − 2.803 | − 2.668 | − 2.803 | − 2.803 |
 p value\(^{2}\) | \(0.002^{**}\) | \(0.002^{**}\) | \(0.002^{**}\) | \(0.004^{**}\) | \(0.002^{**}\) | \(0.002^{**}\) |
Precision | ||||||
Z-value | − 2.803 | − 2.395 | − 2.803 | − 2.395 | − 2.803 | − 2.803 |
p value | \(0.002^{**}\) | \(0.014^{*}\) | \(0.002^{**}\) | \(0.014^{*}\) | \(0.002^{**}\) | \(0.002^{**}\) |
Recall | ||||||
Z-value | − 1.988 | − 2.701 | − 2.803 | − 1.580 | − 2.803 | − 2.803 |
p value | \(0.027^{*}\) | \(0.004^{**}\) | \(0.002^{**}\) | 0.131 | \(0.002^{**}\) | \(0.002^{**}\) |
G-mean | ||||||
Z-value | − 2.803 | − 2.701 | − 2.803 | − 2.599 | − 2.803 | − 2.803 |
p value | \(0.002^{**}\) | \(0.004^{**}\) | \(0.002^{**}\) | \(0.006^{**}\) | \(0.002^{**}\) | \(0.002^{**}\) |
MC | ||||||
Z-value | − 2.599 | − 2.701 | − 2.803 | − 2.090 | − 2.803 | − 2.803 |
p value | \(0.006^{**}\) | \(0.004^{**}\) | \(0.002^{**}\) | \(0.037^{*}\) | \(0.002^{**}\) | \(0.002^{**}\) |
Specificity | ||||||
Z-value | − 2.803 | − 2.293 | − 2.802 | − 2.599 | − 2.599 | − 2.803 |
p value | \(0.002^{**}\) | \(0.020^{*}\) | \(0.002^{**}\) | \(0.006^{**}\) | \(0.006^{**}\) | \(0.002^{**}\) |
AUC | ||||||
Z-value | − 2.803 | − 2.701 | − 2.803 | − 2.803 | − 2.803 | − 2.803 |
p value | \(0.002^{**}\) | \(0.004^{**}\) | \(0.002^{**}\) | \(0.002^{**}\) | \(0.002^{**}\) | \(0.002^{**}\) |