A Company Wants to Classify User Behavior as Either Fraudulent

question 16

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 recall with respect to the fraudulent class?

• A) Decision tree
• B) Linear support vector machine (SV
• C) Naive Bayesian classifier
• D) Single Perceptron with sigmoidal activation function

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Definitions:

Important

Having significant value, meaning, or influence on a situation, decision, or outcome.

Holistic Critical Thinking

An approach to critical thinking that considers the complete situation, context, or whole, rather than just its parts.

Scoring Rubric

A set of criteria and standards typically used for assessing performance on an assignment or task, guiding the evaluation process.

Criteria

Standards or principles by which something is judged or decided.