MagicBuddy

What is the difference between linear and logistic regression?

An example of an AI chatbot conversation about regression types in statistics.

😀
You

Can you explain the difference between linear and logistic regression?

MagicBuddy
MagicBuddy

Sure! Linear regression is used for predicting continuous outcomes, while logistic regression is used for binary outcomes.

😀
You

What kind of data do I need for each type?

MagicBuddy
MagicBuddy

For linear regression, you need continuous data for both the dependent and independent variables. For logistic regression, the dependent variable should be categorical, typically binary.

😀
You

Can you give me an example of each?

MagicBuddy
MagicBuddy

Absolutely! An example of linear regression could be predicting house prices based on size. An example of logistic regression could be predicting whether a student will pass or fail based on study hours.

😀
You

How do I choose which one to use?

MagicBuddy
MagicBuddy

Choose linear regression when your outcome is continuous and logistic regression when your outcome is categorical. It depends on your data type!

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