Q6. Consider the following simple linear model Y₂ = ẞ0+ẞ₁Xi+e; where εi s are iid N(0, σ²), i = 1, 2,..., n. (a) Show that the covariance between the least squares estimators bo of Bo and b₁ of ẞ₁ is given by: Cov(bo, b1) = -Xo² Σ(Xi-X)² (b) Derive the sampling distribution of (Y-E{Y}), where Ŷ = b0+b₁Xr· s{Y} (c) Use part (b) to derive the expression for σ² {bo}.

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
Question

Only for b and c show the calculation please

Q6. Consider the following simple linear model Y₂ = ẞ0+ẞ₁Xi+e; where εi s are iid N(0, σ²), i =
1, 2,..., n.
(a) Show that the covariance between the least squares estimators bo of Bo and b₁ of ẞ₁ is
given by:
Cov(bo, b1)
=
-Xo²
Σ(Xi-X)²
(b) Derive the sampling distribution of (Y-E{Y}), where Ŷ = b0+b₁Xr·
s{Y}
(c) Use part (b) to derive the expression for σ² {bo}.
Transcribed Image Text:Q6. Consider the following simple linear model Y₂ = ẞ0+ẞ₁Xi+e; where εi s are iid N(0, σ²), i = 1, 2,..., n. (a) Show that the covariance between the least squares estimators bo of Bo and b₁ of ẞ₁ is given by: Cov(bo, b1) = -Xo² Σ(Xi-X)² (b) Derive the sampling distribution of (Y-E{Y}), where Ŷ = b0+b₁Xr· s{Y} (c) Use part (b) to derive the expression for σ² {bo}.
Expert Solution
steps

Step by step

Solved in 2 steps

Blurred answer
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman