The Optimized Anomaly Detection Models Based on an Approach of Dealing with Imbalanced Dataset for Credit Card Fraud Detection

Figure 10

The confusion matrix of four basic classifiers after implementing SMOTE.

(a) Logistic regression

(b) -nearest neighbors

(c) Decision tree

(d) Naive Bayes