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We Decide to Conduct a Multiple Regression Analysis to Predict

question 13

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We decide to conduct a multiple regression analysis to predict the attendance at a major league baseball game. We use the size of the stadium as a quantitative independent variable and the type
Of game as a qualitative variable (with two levels - day game or night game) . We hypothesize the
Following model: E(y) =β0+β1x1+β2x2+β3x3\mathrm { E } ( \mathrm { y } ) = \beta _ { 0 } + \beta _ { 1 } \mathrm { x } _ { 1 } + \beta _ { 2 } \mathrm { x } _ { 2 } + \beta _ { 3 } \mathrm { x } _ { 3 }
Where x1=\mathrm { x } _ { 1 } = size of the stadium
x2=1x _ { 2 } = 1 if a day game, 0 if a night game
A plot of the yxy - x relationship would show:


Definitions:

Exponentiation

A mathematical operation involving two numbers, the base and the exponent, where the base is multiplied by itself as many times as indicated by the exponent.

System of Equations

A set of two or more equations with the same set of unknowns, which are solved simultaneously.

Variable Substitution

Replacing a variable in an equation or expression with its corresponding value.

Variable Substitution

Replacing variables with specific values or expressions within mathematical equations to simplify or solve them.

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