The following is an example of a linear regression equation:

Name: The following is an example of a linear regression equation:
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The correct choice is A because it represents a linear regression equation in its general form, where $y$ is the dependent variable, $a$ is the intercept, $b_1, b_2, ..., b_n$ are the coefficients of the independent variables $X_1, X_2, ..., X_n$, respectively. This form shows how $y$ changes as a function of multiple independent variables.

The Following Is an Example of a Linear Regression Equation