A Company Wants to Classify User Behavior as Either Fraudulent

question 88

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 (LST
• M) model with scaled exponential linear unit (SEL
• B) Logistic regression
• C) Support vector machine (SV
• M) with non-linear kernel
• D) Single perceptron with tanh activation function

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Definitions:

Tentative Period

A stage in career development where individuals explore various occupational options through coursework, hobbies, or work experiences, typically occurring during adolescence.

Fantasy Period

A developmental stage in career psychology where individuals, typically children, fantasize about careers based on interests with little regard for limitations or requirements.

Realistic Period

In career development, it refers to a stage where individuals focus on realistic job possibilities that match their skills and interests.

Intrinsic Motivation

Motivation that causes people to work for their own enjoyment, not for the rewards work may bring.