A Company Wants to Classify User Behavior as Either Fraudulent

Multiple Choice

A company wants to classify user behavior as either fraudulent or normal. Based on internal research, a Machine Learning Specialist would like to build a binary classifier based on two features: age of account and transaction month. The class distribution for these features is illustrated in the figure provided. Based on this information, which model would have the HIGHEST accuracy?

A) Long short-term memory (LSTM) model with scaled exponential linear unit (SELU)
B) Logistic regression
C) Support vector machine (SVM) with non-linear kernel
D) Single perceptron with tanh activation function