Research Article
Towards Tax Evasion Detection Using Improved Particle Swarm Optimization Algorithm
Table 3
Evaluation of models based on classification dataset.
| Datasets | Instances | Features | Classes | Models | Accuracy |
| Heart Cleveland | 303 | 14 | 2 | IPSO-MLP | 87.15 | IPSO-SVM | 86.49 | LR | 84.61 |
| Hepatitis | 155 | 19 | 2 | IPSO-MLP | 81.11 | IPSO-SVM | 80.64 | LR | 79.29 |
| Diabetes | 768 | 8 | 2 | IPSO-MLP | 85.26 | IPSO-SVM | 84.19 | LR | 83.07 |
| Cancer | 699 | 9 | 2 | IPSO-MLP | 98.56 | IPSO-SVM | 98.25 | LR | 96.13 |
| Heart Stalog | 270 | 13 | 2 | IPSO-MLP | 87.35 | IPSO-SVM | 86.07 | LR | 85.34 |
| Lung cancer | 32 | 56 | 2 | IPSO-MLP | 90.49 | IPSO-SVM | 89.27 | LR | 88.41 |
| Sonar | 208 | 60 | 2 | IPSO-MLP | 95.76 | IPSO-SVM | 94.08 | LR | 93.56 |
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