Research Article

[Retracted] An Intelligent and Reliable Hyperparameter Optimization Machine Learning Model for Early Heart Disease Assessment Using Imperative Risk Attributes

Table 6

Shows the experimental results of the optimized random forest model.

CriterionMax depthMax featuresN EstimatorsMin samples leafAccuracy

Gini7000085%
Entropy60Auto0086%
Gini50Auto100087%
Entropy80Auto10010073%
Gini100Auto1005076%
Entropy300806080%
Gini400904078%
Gini25Auto703075%
Entropy20Auto402582%
Entropy35Auto302081%
Gini450603580%