Basis, Linear Transformation, and Powers of a Matrix

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SUMMARY

The discussion centers on proving that the set B = {v, Av, A^2v} forms a basis for a vector space when A is a 3x3 matrix such that A^3 equals the zero matrix and [A^2][v] is not the zero vector. The participants clarify that a basis must be linearly independent and span the space, which is satisfied in this case. Additionally, they explore the linear transformation T represented by A in the standard basis and its representation [T]B.

PREREQUISITES
  • Understanding of linear algebra concepts, specifically vector spaces and bases.
  • Knowledge of matrix operations, particularly powers of matrices.
  • Familiarity with linear transformations and their representations.
  • Experience with diagonalization of matrices.
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  • Study the properties of nilpotent matrices, specifically those where A^n = 0.
  • Learn about the process of diagonalization and its implications for linear transformations.
  • Explore the concept of linear independence in vector spaces.
  • Investigate the relationship between matrix powers and their effect on vector transformations.
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Students and professionals in mathematics, particularly those studying linear algebra, as well as educators seeking to deepen their understanding of matrix theory and linear transformations.

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Homework Statement



Let A be an 3x3 matrix so that A^3 = {3x3 zero matrix}. Assume there is a vector
v with [A^2][v] ≠ {zero vector}.

(a) Prove that B = {v; Av; [A^2]v} is a basis.
(b) Let T be the linear transformation represented by A in the stan-
dard basis. What is [T]B?

Homework Equations



A basis must span the space and be linearly independent. Usually the way we find power matrices is through diagonalization, but I'm not sure how that will happen here.


The Attempt at a Solution



I'm having trouble understanding how the power of a matrix can become the zero matrix. I'm trying to come up with an example of a matrix and can't really think of anything. I think I need to be able to understand what the diagonal means in this case, but I'm not sure.
 
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math222 said:

Homework Statement



Let A be an 3x3 matrix so that A^3 = {3x3 zero matrix}. Assume there is a vector
v with [A^2][v] ≠ {zero vector}.

(a) Prove that B = {v; Av; [A^2]v} is a basis.
(b) Let T be the linear transformation represented by A in the stan-
dard basis. What is [T]B?

Homework Equations



A basis must span the space and be linearly independent. Usually the way we find power matrices is through diagonalization, but I'm not sure how that will happen here.


The Attempt at a Solution



I'm having trouble understanding how the power of a matrix can become the zero matrix.
Consider this matrix
$$ A = \begin{bmatrix} 0 & 1 \\ 0 & 0\end{bmatrix}$$

Here A ≠ 0, but A2 = 0. This is an example of a 2 x 2 matrix; it's not too hard to find examples among 3 x 3 matrices.
math222 said:
I'm trying to come up with an example of a matrix and can't really think of anything. I think I need to be able to understand what the diagonal means in this case, but I'm not sure.

I don't know that the diagonal is important here. I would start with the definition of a basis, particularly the part about the basis vectors being linearly independent. Since the vectors are in R3, and you have three vectors (v, Av, A2v), there are enough of them to form a basis, as long as they are linearly independent.
 
Ya I think I get it now. I was able to prove the basis. I'm doing the transformation now. Thanks for your help.
 

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