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12-43. In Exercise 12-24 we fit a model to the response PITCH in the heat treating data of Exercise 12-10 using new regressors x1 SOAKTIME SOAKPCT and x2 DIFFTIME DIFFPCT. (a) Calculate the R2 for this model and compare it to the value of R2 from the original model in Exercise 12-10. Does this provide some information about which model is preferable (b) Plot the residuals from this model versus y and on a normal probability scale. Comment on model adequacy. (c) Find the values of Cook s distance measure. Are any observations unusually influential 12-44. Consider the regression model for the NHL data from Exercise 12-11. (a) Fit a model using pts as the only regressor. (b) How much variability is explained by this model

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(c) Plot the residuals versus y and comment on model adequacy. (d) Plot the residuals versus PPG, the points scored while in power play. Does this indicate that the model would be better if this variable were included 12-45. The diagonal elements of the hat matrix are often used to denote leverage that is, a point that is unusual in its location in the x-space and that may be influential. Generally, the ith point is called a leverage point if its hat diagonal hii exceeds 2p/n, which is twice the average size of all the hat diagonals. Recall that p k 1. (a) Table 12-11 contains the hat diagonal for the wire bond pull strength data used in Example 12-1. Find the average size of these elements. (b) Based on the criterion above, are there any observations that are leverage points in the data set

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12-6

In this section we briefly discuss several other aspects of building multiple regression models. For more extensive presentations of these topics and additional examples refer to Montgomery, Peck, and Vining (2001) and Myers (1990).

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12-6.1

The linear model y X is a general model that can be used to fit any relationship that is linear in the unknown parameters . This includes the important class of polynomial regression models. For example, the second-degree polynomial in one variable Y

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5 6 7

(12-45)

(12-46)

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are linear regression models. Polynomial regression models are widely used when the response is curvilinear, because the general principles of multiple regression can be applied. The following example illustrates some of the types of analyses that can be performed. EXAMPLE 12-11 Sidewall panels for the interior of an airplane are formed in a 1500-ton press. The unit manufacturing cost varies with the production lot size. The data shown below give the average cost per unit (in hundreds of dollars) for this product ( y) and the production lot size (x). The scatter diagram, shown in Fig. 12-11, indicates that a second-order polynomial may be appropriate.

y x 1.81 20 1.70 25 1.65 30 1.55 35 1.48 40 1.40 50 1.30 60 1.26 65 1.24 70 1.21 75 1.20 80 1.18 90

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