Table 8 Descriptive analysis results of the proposed XAI-CKD model and another models.
From: Improved CKD classification based on explainable artificial intelligence with extra trees and BBFS
Model | Mean | Standard deviation | Maximum | 95% Confidence interval |
|---|---|---|---|---|
XAI-CKD | 80.12 | 44.229425 | 99.9 | (25.2019, 135.0381) |
RF | 78.1736 | 43.159264 | 97.5 | (24.5843, 131.7629) |
DT | 76.831 | 42.415973 | 95.8 | (24.1646, 129.4974) |
BC | 75.4872 | 41.675410 | 94.2 | (23.7403, 127.2341) |
AdaBoost | 68.2724 | 37.683783 | 85.3 | (21.4818, 115.0630) |
KNN | 53.4546 | 29.505854 | 66.7 | (16.8182, 90.0910) |
