Reporting Results, and choosing a functional form' - PowerPoint PPT Presentation

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Reporting Results, and choosing a functional form'

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Explained and Unexplained Variation. Total. Explained. Unexplained. Decomposing the variation ... Model has been assumed to be linear in the parameters. ... – PowerPoint PPT presentation

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Title: Reporting Results, and choosing a functional form'


1
Reporting Results, and choosing a functional form.
  • Hill et al chapter 6.

2
Explained and Unexplained Variation
Total
Unexplained
Explained
3
Decomposing the variation
link to proof
4
Coefficient of determination

5
Example
6
Reporting Results
7
Choosing a functional form
  • Model has been assumed to be linear in the
    parameters.
  • Linear in parameters parameters are not
    multiplied together, raised to a power etc.
  • variables, however, can be transformed in any
    convenient way, as long as the resulting model
    satisfies assumptions SR1-SR5 of the simple
    linear regression model.

8
A functional form for food expenditure
It is expected that food expenditure will rise at
a decreasing rate with income
9
Some common functional forms
10
Empirical issues
11
An alternative functional form
12
Are the residuals normal (Jarque-Bera)
13
Appendix proof
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