Table 4 Comparative Analysis of all the models in terms of R2 score.
From: Optimization for next generation laptops enhancing performance and compactness
S. no. | \(AD\) | LR | SVM | DT | CB | XGR |
|---|---|---|---|---|---|---|
1 | h1 | 0.0927 | 0.6061 | 0.8704 | 0.9294 | 0.9214 |
2 | h2 | 0.1034 | 0.8077 | 0.9323 | 0.9738 | 0.9568 |
3 | h3 | 0.0055 | 0.6211 | 0.7954 | 0.9142 | 0.8905 |
4 | h4 | 0.016 | 0.4822 | 0.6263 | 0.7769 | 0.7213 |
5 | h6 | 0.0049 | 0.2912 | 0.3458 | 0.6312 | 0.5156 |
6 | h8 | 0.0292 | 0.3782 | 0.8194 | 0.9211 | 0.8718 |
7 | s1 | 0.0636 | 0.3572 | 0.7687 | 0.8879 | 0.8851 |
8 | s2 | 0.0892 | 0.7822 | 0.981 | 0.9927 | 0.9817 |
9 | s3 | 0.0893 | 0.8211 | 0.9734 | 0.992 | 0.9853 |
10 | w1 | 0.0016 | 0.2515 | 0.4158 | 0.7037 | 0.5944 |
11 | w2 | − 0.0036 | − 0.0003 | − 0.0998 | − 0.0622 | − 0.1156 |
12 | w3 | − 0.0036 | − 0.0003 | − 1.0679 | − 0.5749 | − 0.1693 |
13 | x | 0.2979 | 0.814 | 0.9902 | 0.9969 | 0.9898 |