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Title: Systems of Regression Equations


1
Systems of Regression Equations
  • Cross-Sectional Time Series of Investment Data
  • Boot, J. and G. deWitt (1960). Investment
    Demand An Empirical Contribution to the
    Aggregation Problem, International Economic
    Review, Vol. 1, pp. 3-30

2
Grunfelds Investment Data
  • Cross-Section n10 Firms (GM, US Steel, GE,
    Chrysler, Atlantic Refining, IBM, Union Oil,
    Westinghouse, Goodyear, Diamond Match)
  • Time Series T20 years per firm (1935-1954)
  • Dependent Variable
  • Gross Investment (Y, in millions of 1947 )
  • Independent Variables
  • Value of Firm (X1, in millions of 1947 )
  • Stock of Plant/Equipment (X2, in millions of 1947
    )

3
Regression Model
4
Special Cases - I
5
Special Cases - II
6
Equal b, Equal s2, Independent eijt
7
Equal b, Unequal s2, Independent eijt
8
Equal b, Unequal s2, Independent eijt - Iterated
(ML)
9
Cross-Sectional Correlation Over Time - I
10
Cross-Sectional Correlation Over Time - II
11
Cross-Sectional Correlation- Iterated EGLS (ML)
12
Autocorrelated Errors - I
13
Autocorrelated Errors - II
14
Autocorrelated Errors - III
15
Autocorrelated Errors - IV
16
Cross-Sectional and Autocorrelation - I
17
Cross-Sectional and Autocorrelation - II
18
Random Regression Coefficients - I
19
Random Regression Coefficients - II
20
Random Regression Coefficients - III
21
Firm Results - I
Note Gamma estimate does not Subtract off the
average of the V matrices (not positive definite)

22
Firm Results - II
23
RCR Best Linear Unbiased Predictors
24
Firm Results BLUPs
25
Test for Equal bs (G0)
26
Seemingly Unrelated Regressions (SUR)
27
Firm Example - I
28
Firm Example - II
Estimated GLS
ML (Iterated GLS)
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