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A second course in statistics regression analysis 7th by mendenhall ch07

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Chapter 7
Some
Regression
Pitfalls

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Section 7.1
Introduction

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Section 7.2
Observational
Data versus
Designed
Experiments

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Section 7.3
Parameter
Estimability
and
Interpretation

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Figure 7.1 Creativity and flexibility
data for three children

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Figure 7.2 Only two different x-values
observed - the second-order model is not
estimable

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Figure 7.3 SAS output for
interaction model, Example 7.3


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Figure 7.4 SPSS regression
printout for grandfather clock model

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Section 7.4
Multicollinearity

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Figure 7.5 SAS regression printout
for FTC model

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Figure 7.6 SAS correlation matrix for
independent variables in FTC model

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Section 7.5
Extrapolation:
Predicting
Outside the
Experimental
Region

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Figure 7.7 Using a regression model
outside the experimental region

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Figure 7.8 Experimental region for
modeling GDP (y) as a function of inflation
rate (x1) and prime interest rate (x2)

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Figure 7.9 MINITAB descriptive statistics
for independent variables, Example 7.6

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Section 7.6
Variable
Transformations

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Figure 7.10 Hypothetical relation
between demand y and price p


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Figure 7.11a,b,c&d Graphs of some
mathematical functions relating E(y) to p

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Figure 7.11e,f&g Graphs of some
mathematical functions relating E(y) to p

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