Table 4 (a) The performance of the models was evaluated based on three evaluation indicators -SMOTE. (b)The performance of the models was evaluated based on three evaluation indicators + SMOTE.
From: Enhancing breast cancer diagnosis through machine learning algorithms
Precision | Accuracy | Recall | |
|---|---|---|---|
Decision tree | 78% | 80% | 93% |
SVM | 83% | 76% | 73% |
Random forest | 84% | 83% | 83% |
Logistic regression | 56% | 75% | 75% |
Precision | Accuracy | Recall | |
|---|---|---|---|
Decision tree | 83% | 73% | 80% |
SVM | 94% | 76% | 73% |
Random forest | 86% | 78% | 84% |
Logistic regression | 89% | 73% | 73% |
KNN | 87% | 66% | 64% |
ANN | 85% | 66% | 66% |
