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Answer the Following Questions i=1n\sum _ { i = 1 } ^ { n }

Question 63

Essay

Answer the following questions.
a. Show that i=1n\sum _ { i = 1 } ^ { n } ei=0e _ { i } = 0
when the eise _ { i } ^ { \prime } s
are the residuals from a simple linear regression.
b. Are the residuals from a simple linear regression independent of one another, positively correlated, or negatively correlated? Explain.
c. Show that i=1nxiei=0\sum _ { i = 1 } ^ { n } x _ { i } e _ { i } = 0
for the residuals from a simple linear regression. [This result along with part (a) shows that there are two linear restrictions on the eise _ { i } ^ { \prime } s
, resulting in a loss of 2 df when the squared residuals are used to estimate σ2\sigma ^ { 2 }
]

Correct Answer:

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