Research Article

Towards Tax Evasion Detection Using Improved Particle Swarm Optimization Algorithm

Table 3

Evaluation of models based on classification dataset.

DatasetsInstancesFeaturesClassesModelsAccuracy

Heart Cleveland303142IPSO-MLP87.15
IPSO-SVM86.49
LR84.61

Hepatitis155192IPSO-MLP81.11
IPSO-SVM80.64
LR79.29

Diabetes76882IPSO-MLP85.26
IPSO-SVM84.19
LR83.07

Cancer69992IPSO-MLP98.56
IPSO-SVM98.25
LR96.13

Heart Stalog270132IPSO-MLP87.35
IPSO-SVM86.07
LR85.34

Lung cancer32562IPSO-MLP90.49
IPSO-SVM89.27
LR88.41

Sonar208602IPSO-MLP95.76
IPSO-SVM94.08
LR93.56