Question: Consider a multiple linear regression problem with design matrix Z and observations Y. Let Z1 be the matrix remaining when at least one column is

Consider a multiple linear regression problem with design matrix Z and observations Y. Let Z1 be the matrix remaining when at least one column is removed from Z. Then Z1 is the design matrix for a linear regression problem with fewer predictors and the same data Y. Prove that the value of R2 calculated in the problem using design matrix Z is at least as large as the value of R2 calculated in the problem using design matrix Z1.

Step by Step Solution

3.33 Rating (177 Votes )

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock

Since R 2 is a decreasing function of the residual sum of squares we shall show that the residual ... View full answer

blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Document Format (1 attachment)

Word file Icon

602-M-S-N-S (2227).docx

120 KBs Word File

Students Have Also Explored These Related Statistics Questions!