Consider the model: where x1 is a quantitative variable

Chapter 12, Problem 85E

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QUESTION:

Consider the model:

\(y= \beta_0+\beta_1 x_1+\beta_2 x_1^2+\beta_3 x_2+\beta_4 x_3+\)

       \(\beta_5 x_1 x_2+\beta_6 x_1 x_3+\beta_7 x_1^2 x_2+\beta_8 x_1^2 x_3+\varepsilon\)

where \(x_1\) is a quantitative variable and

\(x_2= \begin{cases}1 & \text { if level } 2 \\ 0 & \text { otherwise }\end{cases}\)     \(x_3= \begin{cases}1 & \text { if level } 3 \\ 0 & \text { otherwise }\end{cases}\)

The resulting least squares prediction equation is

\(\hat{y}= 48.8-3.4 x_1+.07 x_1^2-2.4 x_2-7.5 x_3+\)

        \(3.7 x_1 x_2+2.7 x_1 x_3-.02 x_1^2 x_2-.04 x_1^2 x_3\)

a. What is the equation of the response curve for E(y) when \(x_2=0\) and \(x_3=0\)? When \(x_2=1\) and \(x_3=0\)? When \(x_2=0\) and \(x_3=1\)?

b. On the same graph, plot the least squares prediction equation associated with level 1, with level 2 , and with level 3.

Questions & Answers

QUESTION:

Consider the model:

\(y= \beta_0+\beta_1 x_1+\beta_2 x_1^2+\beta_3 x_2+\beta_4 x_3+\)

       \(\beta_5 x_1 x_2+\beta_6 x_1 x_3+\beta_7 x_1^2 x_2+\beta_8 x_1^2 x_3+\varepsilon\)

where \(x_1\) is a quantitative variable and

\(x_2= \begin{cases}1 & \text { if level } 2 \\ 0 & \text { otherwise }\end{cases}\)     \(x_3= \begin{cases}1 & \text { if level } 3 \\ 0 & \text { otherwise }\end{cases}\)

The resulting least squares prediction equation is

\(\hat{y}= 48.8-3.4 x_1+.07 x_1^2-2.4 x_2-7.5 x_3+\)

        \(3.7 x_1 x_2+2.7 x_1 x_3-.02 x_1^2 x_2-.04 x_1^2 x_3\)

a. What is the equation of the response curve for E(y) when \(x_2=0\) and \(x_3=0\)? When \(x_2=1\) and \(x_3=0\)? When \(x_2=0\) and \(x_3=1\)?

b. On the same graph, plot the least squares prediction equation associated with level 1, with level 2 , and with level 3.

ANSWER:

Step 1 of 6

The complete model is

Where is a quantitative variable and and are the dummy variables describing qualitative variable at three levels using the coding scheme.

The resulting least squares prediction equation is

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