How to Find a New Basis for a Polynomial Representation in \(\mathcal{P}_3\)?

In summary: Once we have the inverse, we can apply it to the vector on the right to get the desired representation in terms of the basis D:\begin{pmatrix} 1 & 0 & 2 & 0 \\ 0 & 1 & 0 & -1 \\ 0 & 0 & 1 & 3 \\ 0 & 0 & 0 & 1 \end{pmatrix} \begin{pmatrix} 0 \\ 1 \\ 1 \\ 2 \end{pmatrix}_B = \begin{pmatrix} 1 \\ 0 \\ 2 \\ 0 \end{pmatrix}_DTherefore, the basis D
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Homework Statement
In [itex]\mathcal{P}_3[/itex] with basis [itex]B = \langle 1 + x, 1 - x, x^2 + x^3, x^2 - x^3 \rangle[/itex] we have this representation.

[tex]\text{Rep}_B(1 - x + 3x^2 - x^3) = \begin{pmatrix} 0 \\ 1 \\ 1 \\ 2 \end{pmatrix}_B[/tex]

Find a basis [itex]D[/itex] giving this different representation for the same polynomial.

[tex]\text{Rep}_D(1 - x + 3x^2 - x^3) = \begin{pmatrix} 1 \\ 0 \\ 2 \\ 0 \end{pmatrix}_D[/tex]

The attempt at a solution
I've noticed that

[tex]1 - x + 3x^2 - x^3 = 1 - x + x^2 + x^3 + 2(x^2 - x^3)[/tex]

so the first and third component of [itex]D[/itex] could be [itex]1 - x + x^2 + x^3[/itex] and [itex]x^2 - x^3[/itex] respectively. I can guess a possible second and fourth component and then check [itex]D[/itex] to determine if it is a basis. Is there an easier way of accomplishing this?
 
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  • #2




Thank you for your question. It is great that you have already made some observations about the given polynomial and its representation in \mathcal{P}_3 with basis B. You are correct in noticing that the first and third components of D could be 1 - x + x^2 + x^3 and x^2 - x^3, respectively. However, instead of guessing the second and fourth components, we can use a more systematic approach to find a basis D that gives the desired representation.

First, let's rewrite the polynomial as a linear combination of the elements in B:

1 - x + 3x^2 - x^3 = 1(1 + x) + (-1)(1 - x) + 3(x^2 + x^3) + (-1)(x^2 - x^3)

= 1(1 + x) + (-1)(1 - x) + 3(x^2 + x^3) + (-1)(x^2 - x^3)

= (1 - 1 + 3x^2 - x^2) + (x - x - 3x^3 + x^3)

= 3x^2 - 2x^3

Next, we can express this linear combination as a matrix multiplication:

\begin{pmatrix} 1 & -1 & 3 & -1 \\ 0 & 1 & 0 & 1 \\ 0 & 0 & 1 & -3 \\ 0 & 0 & 0 & 1 \end{pmatrix} \begin{pmatrix} 1 + x \\ 1 - x \\ x^2 + x^3 \\ x^2 - x^3 \end{pmatrix} = \begin{pmatrix} 0 \\ 1 \\ 1 \\ 2 \end{pmatrix}_B

Notice that the matrix on the left is the change of basis matrix from B to the standard basis of \mathcal{P}_3. Therefore, in order to find a basis D that gives the desired representation, we need to find the inverse of this matrix and apply it to the vector on the right.

To find the inverse of the matrix, we can use elementary row operations to reduce it to the identity matrix. The resulting matrix will be the inverse of the original matrix. I will leave it to you to perform
 

Related to How to Find a New Basis for a Polynomial Representation in \(\mathcal{P}_3\)?

What is a Change of Basis Problem?

A Change of Basis Problem is a mathematical problem where the basis, or set of vectors, used to describe a vector space is changed. This means that the coordinates of vectors in the space will also change.

Why is a Change of Basis Problem important?

Change of Basis Problems are important because they allow for the analysis of vector spaces in different coordinate systems. This is useful in many applications such as physics, engineering, and computer graphics.

What are the steps to solve a Change of Basis Problem?

There are four main steps to solve a Change of Basis Problem:

  1. Find the transformation matrix that maps the original basis to the new basis.
  2. Write the vector in terms of the original basis.
  3. Apply the transformation matrix to the vector.
  4. Rewrite the resulting vector in terms of the new basis.

What are some common applications of a Change of Basis Problem?

A Change of Basis Problem is commonly used in linear algebra, quantum mechanics, and signal processing. It is also used in computer graphics to rotate, scale, and translate objects.

How does a Change of Basis Problem relate to eigenvalues and eigenvectors?

Change of Basis Problems are closely related to eigenvalues and eigenvectors because the transformation matrix used in a Change of Basis Problem can be represented as a diagonal matrix with the eigenvalues along the diagonal. The eigenvectors of the original basis are also the eigenvectors of the transformation matrix. This allows for a simpler solution to the Change of Basis Problem.

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