Specify the regression model. b. Determine the dependent and independent variables? c. What is the coefficient of determination, R2? What does this statistic tell you? (Is the model fitted the data reasonably well?) d. What is the standard error of the regression line? e. Test the hypothesis that b₁ b₂b3-b3=b4=b₁ = b = 0 i.e. jointly equal to zero. (Test the overall validity of the model) f. Interpret the result of the estimated coefficients. g. What are the signs of the coefficients? h. What would be the testing procedure if we assume that the relationship between public consumption and GDP is positive? Test at the 5 % level of significance. i. Repeat the same questions but with double log model: Sample regression line In = b + b, ln X₁,+ b₂ ln X₂,+ b3 ln X31+ b4 ln X4+ bạ ln Xs, + b, ln Xa+e 61
Specify the regression model. b. Determine the dependent and independent variables? c. What is the coefficient of determination, R2? What does this statistic tell you? (Is the model fitted the data reasonably well?) d. What is the standard error of the regression line? e. Test the hypothesis that b₁ b₂b3-b3=b4=b₁ = b = 0 i.e. jointly equal to zero. (Test the overall validity of the model) f. Interpret the result of the estimated coefficients. g. What are the signs of the coefficients? h. What would be the testing procedure if we assume that the relationship between public consumption and GDP is positive? Test at the 5 % level of significance. i. Repeat the same questions but with double log model: Sample regression line In = b + b, ln X₁,+ b₂ ln X₂,+ b3 ln X31+ b4 ln X4+ bạ ln Xs, + b, ln Xa+e 61
MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
Related questions
Question
![MULTIPLE REGRESSION USING EVIEWS
A group of economists from the Universiti Putra Malaysia
(UPM) would like to study the factors that influence the
variation of the Gross Domestic Product (GDP) of Malaysia.
Economic theory says that there are six factors that influence the
variation of GDP namely private consumption, public
consumption, private investment, public investment, import and
export. They have collected data on all these variables from
1973 to 1998 (Table 1) in constant prices to avoid the
inflationary effect on the prediction.
Table 1: GDP DATA FOR MALAYSIA IN RM
X1
X2
49092
71579
X3
Ix4
X5
X6
5484
3025
Year Y
1973
49853
1719
3639
1449
52
1974 75752
3180
2225
7583
3555 10280
5033 19479
7169 13590
9022 22855
9798 27514 10640
2712
4247
1975 124369 117207
1976 110320
1977 116003
1978 145194 123510 19164
1979 174047 147680 23516
1980 196050o 165270 26376 15994 13982 39588 14016
1981 231433 192810 30825 22102 15427 46708 16977
1982 259015 223832 33920 23529 16553 57661 18842
1983 294189 255794 36639 21181 18269 61775 24081
1984 355185 306491 44033 23614 19934 64952 26065
1985 406933 347748 49690 29912 22755 74361 31189
1986 466227 392801 58438 29229 29217 77314 33856
1987 539201 458991 61245 33404 36086 88112 37587
1988 597136 509429 69969 38290 36016 101583 45015
1989 659598 551725 90455 42891 42300 118958 51185
1990 737571 614255 103218 47275 47152 135751 61422
1991 834392 685204 114732 48562 47393 135133 73634
1992 906502 728632 124937 60063 49788 147614 90696
1993 948065 747703 134304 74406 60808 173325 104169
1994 1230365 806319 147280 80676 78251 187740 121892
1995 1170261 913049 160798 110172 84479 263133 165705
5966
3674
98340 15252
90876 18162
5932
5242
5658
7728
8148
8205
9927
1996 1401600 1026129 177655 139343 81857 310913 184359
1997 1403045 1099416 198225 151263 91164 325591 216723
1998 15483341212106218217 173012 102851 365873 266809
where
Y = GDP at constant prices.
X, = Private consumption.
X, = Public consumption.
X, = Private investment.
%3!
%3D
%3D
X, = Public investment
X, = Import
X, = Export.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fe2dcf067-cefd-45c4-9742-91a0cef66e0c%2F4ed52a5c-2507-4c6e-a39d-402e41edcd18%2Fd0zv55l_processed.jpeg&w=3840&q=75)
Transcribed Image Text:MULTIPLE REGRESSION USING EVIEWS
A group of economists from the Universiti Putra Malaysia
(UPM) would like to study the factors that influence the
variation of the Gross Domestic Product (GDP) of Malaysia.
Economic theory says that there are six factors that influence the
variation of GDP namely private consumption, public
consumption, private investment, public investment, import and
export. They have collected data on all these variables from
1973 to 1998 (Table 1) in constant prices to avoid the
inflationary effect on the prediction.
Table 1: GDP DATA FOR MALAYSIA IN RM
X1
X2
49092
71579
X3
Ix4
X5
X6
5484
3025
Year Y
1973
49853
1719
3639
1449
52
1974 75752
3180
2225
7583
3555 10280
5033 19479
7169 13590
9022 22855
9798 27514 10640
2712
4247
1975 124369 117207
1976 110320
1977 116003
1978 145194 123510 19164
1979 174047 147680 23516
1980 196050o 165270 26376 15994 13982 39588 14016
1981 231433 192810 30825 22102 15427 46708 16977
1982 259015 223832 33920 23529 16553 57661 18842
1983 294189 255794 36639 21181 18269 61775 24081
1984 355185 306491 44033 23614 19934 64952 26065
1985 406933 347748 49690 29912 22755 74361 31189
1986 466227 392801 58438 29229 29217 77314 33856
1987 539201 458991 61245 33404 36086 88112 37587
1988 597136 509429 69969 38290 36016 101583 45015
1989 659598 551725 90455 42891 42300 118958 51185
1990 737571 614255 103218 47275 47152 135751 61422
1991 834392 685204 114732 48562 47393 135133 73634
1992 906502 728632 124937 60063 49788 147614 90696
1993 948065 747703 134304 74406 60808 173325 104169
1994 1230365 806319 147280 80676 78251 187740 121892
1995 1170261 913049 160798 110172 84479 263133 165705
5966
3674
98340 15252
90876 18162
5932
5242
5658
7728
8148
8205
9927
1996 1401600 1026129 177655 139343 81857 310913 184359
1997 1403045 1099416 198225 151263 91164 325591 216723
1998 15483341212106218217 173012 102851 365873 266809
where
Y = GDP at constant prices.
X, = Private consumption.
X, = Public consumption.
X, = Private investment.
%3!
%3D
%3D
X, = Public investment
X, = Import
X, = Export.
![Model Specification
The model has been specified as follows:
Sample regression line
b,Xs + b,X6 + e,
b, + b,X+ b,X+ b;X, + b,X4+
%3D
Questions:
a. Specify the regression model.
b. Determine the dependent and independent variables?
c. What is the coefficient of determination, R?? What does this
statistic tell you? (Is the model fitted the data reasonably
well?)
d. What is the standard error of the regression line?
e. Test the hypothesis that b, = b,= b, = b, = b,= b,= b, = 0 i.e.
jointly equal to zero. (Test the overall validity of the model)
f. Interpret the result of the estimated coefficients.
g. What are the signs of the coefficients?
h. What would be the testing procedure if we assume that the
relationship between public consumption and GDP is
positive? Test at the 5 % level of significance.
i. Repeat the same questions but with double log model:
Sample regression line
X3 + b, In X4+
In = b, + b, In X+ b, In X,+ b; In
b, In Xs+ b, In X+ e,](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2Fe2dcf067-cefd-45c4-9742-91a0cef66e0c%2F4ed52a5c-2507-4c6e-a39d-402e41edcd18%2F8qcer9m_processed.jpeg&w=3840&q=75)
Transcribed Image Text:Model Specification
The model has been specified as follows:
Sample regression line
b,Xs + b,X6 + e,
b, + b,X+ b,X+ b;X, + b,X4+
%3D
Questions:
a. Specify the regression model.
b. Determine the dependent and independent variables?
c. What is the coefficient of determination, R?? What does this
statistic tell you? (Is the model fitted the data reasonably
well?)
d. What is the standard error of the regression line?
e. Test the hypothesis that b, = b,= b, = b, = b,= b,= b, = 0 i.e.
jointly equal to zero. (Test the overall validity of the model)
f. Interpret the result of the estimated coefficients.
g. What are the signs of the coefficients?
h. What would be the testing procedure if we assume that the
relationship between public consumption and GDP is
positive? Test at the 5 % level of significance.
i. Repeat the same questions but with double log model:
Sample regression line
X3 + b, In X4+
In = b, + b, In X+ b, In X,+ b; In
b, In Xs+ b, In X+ e,
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Step 1: Determine the variables
VIEWStep 2: Specify the regression model.
VIEWStep 3: Determine the dependent and independent variables
VIEWStep 4: Estimate the coefficient of determination
VIEWStep 5: Estimate a standard error of the regression line
VIEWStep 6: Test the overall validity of the model
VIEWStep 7: Interprete on the coefficients
VIEWStep 8: Test the sigle regression coefficient.
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