Finding a basis given a transformation matrix

Click For Summary
SUMMARY

The discussion focuses on finding a basis given a transformation matrix for the linear transformation T: M2,2 → M2,1 defined by T([a b; c d]) = [a-2b; c-2d]. The participants successfully completed parts (a) and (b) of the homework, which involved determining the matrix representation [T]C,B and finding a basis for Ker(T). The challenge lies in part (c), which requires identifying a basis D for M2,2 such that [T]C,D = [1 0 0 0; 0 1 0 0]. The solution involves selecting independent matrices from the kernel of T and ensuring they map correctly to the specified output.

PREREQUISITES
  • Understanding of linear transformations and their matrix representations.
  • Familiarity with kernel and image of linear transformations.
  • Knowledge of basis and dimension in vector spaces.
  • Proficiency in matrix operations and linear combinations.
NEXT STEPS
  • Study the concept of kernel and image in linear algebra.
  • Learn about finding bases for vector spaces, specifically in M2,2.
  • Explore the properties of linear transformations and their matrix representations.
  • Investigate the relationship between bases and transformation matrices in linear algebra.
USEFUL FOR

Students studying linear algebra, particularly those working on transformations and matrix representations, as well as educators looking for examples of basis transformations in M2,2 and M2,1.

enaktan90
Messages
1
Reaction score
0

Homework Statement


Let T : M2,2, --> M2,1 be the linear transformation given by

T ([a b; c d]) = [a-2b ; c-2d]
Fix bases B = { [1 0 ; 0 0], [ 0 1 ; 0 0], [0 0 ; 1 0], [0 0 ; 0 1]} and
C = { [1 ; 0], [0 ; 1]} for M2,2, and M2,1 respectively.


(a) Find the matrix [T]C,B of T with respecct to the bases B and C.

(b) Use the matrix from part (a) to find a basis for Ker(T)

(c) Find a basis D for M2,2 such that:

[T]C,D = [ 1 0 0 0 ; 0 1 0 0 ]


Homework Equations



above

The Attempt at a Solution



I HAVE MANAGED TO DO PART (A) AND (B). CLUELESS ABOUT PART (C)!
 
Physics news on Phys.org
Congratulations on doing (a) and (b)! Since you were able to do that, presumably, you know that you can take the linear transformation of each basis element in [itex]M_{2,2}[/itex] in turn, then write the result as a linear combination of the basis in [itex]M_{2,1}[/itex], the coefficients then being the columns.

Now you want to specify the bases that will give that particular matrix. That will be possible if and only if the given basis is "similar" to the matrix you got in (a).

Here's a pretty obvious way to do it: Since you want the last two columns to be zeroes, choose two independent matrices from the kernel of T (which would have to be 2 dimensional for this to be possible). Now, find two independent matrices that are not in the kernel so that T maps them into [1 0] and [0 1].

Since T([a, b; c, d])= [a- 2b, c- 2d] that means you are looking for 4 matrices such that
1) a- 2b= 1 and c- 2d= 0.
2) a- 2b= 0 and c- 2d= 1. And the matrices in (1) and (2) are independent.
3) a- 2b= 0 and c- 2d= 0.
4) a- 2b= 0 and c- 2d= 0. And the maricex in (3) and (4) are independent.
 

Similar threads

  • · Replies 14 ·
Replies
14
Views
3K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 6 ·
Replies
6
Views
1K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 4 ·
Replies
4
Views
2K
Replies
0
Views
1K
Replies
5
Views
3K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 1 ·
Replies
1
Views
3K