Linear transformations and subspaces

Click For Summary
SUMMARY

The discussion centers on finding the matrix representation of a linear transformation T: R2 to R2, defined by T(b1) = 2b1 + b2 and T(b2) = b2, relative to a basis B = {b1, b2}. The proposed matrix is [[2, 0], [1, 1]], which is confirmed by checking its effect on the standard basis vectors. Additionally, the transformation's matrix representation changes when the basis is altered, as demonstrated by the new basis B = {(1,1), (1,2)}. Understanding how to express transformations in different bases is crucial for accurate matrix representation.

PREREQUISITES
  • Linear transformations in vector spaces
  • Matrix representation of linear maps
  • Understanding of basis and dimension in R2
  • Knowledge of standard basis vectors in R2
NEXT STEPS
  • Learn how to derive the matrix of a linear transformation from its action on a basis
  • Study the relationship between different bases and their effect on linear transformations
  • Explore the concept of change of basis in linear algebra
  • Investigate the properties of linear transformations and their matrices
USEFUL FOR

Students of linear algebra, educators teaching vector spaces, and anyone involved in mathematical modeling or transformations in R2.

Deneb Cyg
Messages
10
Reaction score
0

Homework Statement


Let B={b1,b2} be a basis for R2 and let T be the linear transformation R2 to R2 such that T(b1)=2b1+b2 and T(b2)=b2. Find the matrix of T relative to the basis B.

The Attempt at a Solution


I know that the matrix I'm looking for needs to be 2x2 and that the standard matrix of a linear transformation is related to how the transformation would affect the identity matrix. However I don't understand how to relate it to the basis.

My best guess is:
T(b1)=2b1+b2
T(b2)=0b1+b2
so the matrix is [[2,0][1,1]]

But I'm not sure if this is right (if it is, I'm not sure why) or how to check it. Am I on the right track?
 
Physics news on Phys.org
You know that the linear map sends (1,0) to (2,1) and (0,1) to (0,1) (read as columns). So all you need to do is check that your matrix does that, and in checking it you should see why you did what you did to get the answer.
 
Okay, that makes sense. The second part of the question is "suppose now that b1=(1,1) and b2=(1,2) (read as columns). Find the matrix of T relative to the standard basis of R2."

Would the answer for this be the same [[2,0][1,1]] as before because its the same transformation or does defining B and relating it to the standard basis instead change the answer?
 
Changing basis changes T. I assume that when b1=(1,1) this is b1 relative to the standard basis e1 and e2 (well, 'standard' doesn't matter - it's just another basis).

There are several ways to do this. You could just try to work out what Te1 and Te2 are from the action of T on b1 and b2 (e.g. note that e2=b2-b1, so you know what Te2 is now, but don't forget to express Te2 in terms of e1 and e2.).
 

Similar threads

Replies
3
Views
2K
  • · Replies 18 ·
Replies
18
Views
3K
  • · Replies 2 ·
Replies
2
Views
1K
Replies
5
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
7K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K