er the SLR model, Y₁, Y2, ... Yn are independent normal rando , E[Y;] = ß0 + ß₁xi and V(Y₁) = σ², for i = 1, 2, ..., n. Compute the likelihood function, L(y1, Y2, ..., Yn|ẞ0, B1, σ²) = L(ßo; Show that the MLE of σ² is SSE. [the MLEs of n Bo and B₁ are the same as the least-squares estimators, Bo and B₁.

Elementary Linear Algebra (MindTap Course List)
8th Edition
ISBN:9781305658004
Author:Ron Larson
Publisher:Ron Larson
Chapter5: Inner Product Spaces
Section5.CR: Review Exercises
Problem 62CR
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Under the SLR model, Y₁, Y2, . . ., Y, are independent normal random variables
with E[Y;] = ẞo + ẞ₁x; and V(Y;) = σ², for i = 1, 2, ..., n.
a. Compute the likelihood function, L(y1, 2, ..., Yn Bo, ß1,0²) = L(ẞ0, B1, 0²).
b. Show that the MLE of o² is SSE [the MLEs of
n
Bo and B₁ are the same as the least-squares estimators, Bo and B₁.]
Transcribed Image Text:Under the SLR model, Y₁, Y2, . . ., Y, are independent normal random variables with E[Y;] = ẞo + ẞ₁x; and V(Y;) = σ², for i = 1, 2, ..., n. a. Compute the likelihood function, L(y1, 2, ..., Yn Bo, ß1,0²) = L(ẞ0, B1, 0²). b. Show that the MLE of o² is SSE [the MLEs of n Bo and B₁ are the same as the least-squares estimators, Bo and B₁.]
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