Which of the following is a limitation of linear regression?

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Question: Which of the following is a limitation of linear regression?

Options:

Correct Answer: It assumes a linear relationship between variables

Solution:

Linear regression assumes a linear relationship between the independent and dependent variables, which may not hold true in all cases.

Which of the following is a limitation of linear regression?

Which of the following is a limitation of linear regression?

Step 1: Understand what linear regression is. It is a method used to predict a value based on the relationship between two variables.
Step 2: Identify the two types of variables in linear regression: the independent variable (the one you change) and the dependent variable (the one you measure).
Step 3: Recognize that linear regression assumes that the relationship between these two variables is a straight line (linear).
Step 4: Realize that this assumption may not always be true. Sometimes, the relationship can be curved or more complex.
Step 5: Conclude that if the relationship is not linear, the predictions made by linear regression may not be accurate.

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