What is Simple Linear Regression?

Options

  • A. A linear regression model involving one independent variable and one dependent variable
  • B. A regression model that must contain at least ten independent variables
  • C. A classification algorithm based on nearest neighbors
  • D. A model that cannot make numerical predictions
  • E. None of the above

Correct Answer (Detailed Explanation is Below)

A. A linear regression model involving one independent variable and one dependent variable

Detailed Explanation

Simple Linear Regression studies the relationship between one independent variable and one dependent variable. It represents the relationship using a straight-line equation and is commonly used when a single predictor is used to estimate a continuous target.