Question: Consider the model y b1 x2b2 x3b3 e and suppose that application of least squares to 20 observations on these variables
Consider the model y ¼ b1 þ x2b2 þ x3b3 þ e and suppose that application of least squares to 20 observations on these variables yields the following results
cov ( bb) denotes the estimated covariance matrix
:
b1 b2 b3 2
4 3
5 ¼
0:96587 0:69914 1:7769 2
4 3
5; bcovðbÞ ¼
0:21812 0:019195 0:050301 0:019195 0:048526 0:031223 0:050301 0:031223 0:037120 2
4 3
5 s^2 ¼ 2:5193 R2 ¼ 0:9466
(a) Find the total variation, unexplained variation, and explained variation for this model.
(b) Find 95% interval estimates for b2 and b3.
(c) Use a t-test to test the hypothesis H0 :b2 1 against the alternative H1 :b2 < 1.
(d) Use your answers in part
(a) to test the joint hypothesis H0 :b2 ¼ 0; b3 ¼ 0.
(e) Test the hypothesis H0 :2b2 ¼ b3.
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