2. Let 3₁ and 3₂ denote the estimated regression coefficients for the linear model y = X1B₁ + X₂0₂ + e, where X₁ is an n x k₁ matrix, X₂ is an n x k₂ matrix, and ₁ and 2 are of dimensions k₁ and k₂, respectively. (a) Show that 3₁ = ₁ + (XX₁)-¹X₁ X₂82, where ₁ is a vector of coefficients from the regression of y solely on X₁. (b) Show that B₁ is an unbiased estimator of 3₁. (c) Under what conditions ₁ is an unbiased estimator for 3₁. Hint: Note that 31₁ = µ₁ − (X₁X₁)−¹X₁X₂ß₂ = (X₁X₁)-¹X₁(y - X₂B₂).

Elementary Linear Algebra (MindTap Course List)
8th Edition
ISBN:9781305658004
Author:Ron Larson
Publisher:Ron Larson
Chapter2: Matrices
Section2.CR: Review Exercises
Problem 90CR
icon
Related questions
Question
2. Let 3₁ and 3₂ denote the estimated regression coefficients for the linear model y = X₁3₁ + X₂³₂ + €₂
where X₁ is an n x k₁ matrix, X₂ is an n x k₂ matrix, and ₁ and 3₂ are of dimensions k₁ and k₂,
respectively.
(a) Show that 3₁ = Ŝ₁ + (X₁X₁)−¹X₁ X232, where ₁ is a vector of coefficients from the regression
of y solely on X₁.
(b) Show that B₁ is an unbiased estimator of 3₁.
(c) Under what conditions ₁ is an unbiased estimator for $₁.
Hint: Note that B₁ =B₁ - (X₁X₁)-¹X₁ X₂B₂ = (X₁X₁)-¹X₁(y - X₂8₂).
Transcribed Image Text:2. Let 3₁ and 3₂ denote the estimated regression coefficients for the linear model y = X₁3₁ + X₂³₂ + €₂ where X₁ is an n x k₁ matrix, X₂ is an n x k₂ matrix, and ₁ and 3₂ are of dimensions k₁ and k₂, respectively. (a) Show that 3₁ = Ŝ₁ + (X₁X₁)−¹X₁ X232, where ₁ is a vector of coefficients from the regression of y solely on X₁. (b) Show that B₁ is an unbiased estimator of 3₁. (c) Under what conditions ₁ is an unbiased estimator for $₁. Hint: Note that B₁ =B₁ - (X₁X₁)-¹X₁ X₂B₂ = (X₁X₁)-¹X₁(y - X₂8₂).
Expert Solution
steps

Step by step

Solved in 3 steps with 45 images

Blurred answer
Similar questions
  • SEE MORE QUESTIONS
Recommended textbooks for you
Elementary Linear Algebra (MindTap Course List)
Elementary Linear Algebra (MindTap Course List)
Algebra
ISBN:
9781305658004
Author:
Ron Larson
Publisher:
Cengage Learning
Algebra & Trigonometry with Analytic Geometry
Algebra & Trigonometry with Analytic Geometry
Algebra
ISBN:
9781133382119
Author:
Swokowski
Publisher:
Cengage
Calculus For The Life Sciences
Calculus For The Life Sciences
Calculus
ISBN:
9780321964038
Author:
GREENWELL, Raymond N., RITCHEY, Nathan P., Lial, Margaret L.
Publisher:
Pearson Addison Wesley,