Matrix of linear transformation

In summary: The correct answer is that A and B are similar. This means that there is an invertible matrix S such that A=S^{-1}BS.No. The correct answer is that A and B are similar. This means that there is an invertible matrix S such that A=S^{-1}BS.In summary, the conversation discusses finding the matrix of a linear transformation A in a given basis and the relation between the matrices of the same linear transformation in different bases. The solution involves choosing a new basis and finding the matrix of linear transformation A with respect to that basis. The final conclusion is that for all a,b and for all c\neq 0, the given matrix is the matrix of linear transformation A in some basis. The relation
  • #1
gruba
206
1

Homework Statement


Let [itex]A:\mathbb R_2[x]\rightarrow \mathbb R_2[x][/itex] is a linear transformation defined as [itex](A(p))(x)=p'(x+1)[/itex] where [itex]\mathbb R_2[x][/itex] is the space of polynomials of the second order. Find all [itex]a,b,c\in\mathbb R[/itex] such that the matrix [itex]\begin{bmatrix}
a & 1 & 0 \\
b & 0 & 1 \\
c & 0 & 0 \\
\end{bmatrix}[/itex] is the matrix of linear transformation [itex]A[/itex] with respect to some arbitrary basis of [itex]\mathbb R_2[x][/itex].

Homework Equations


-Polynomial vector space
-Basis

The Attempt at a Solution


If we choose the standard basis, [tex]\mathcal B=\{1,x,x^2\}\Rightarrow p(x)=\alpha+\beta x+\gamma x^2,\alpha,\beta,\gamma\in\mathbb R\Rightarrow (A(p))(x)=\beta+(\beta+2\gamma)x+2\gamma x^2\Rightarrow[/tex]

[itex]A(1)=0x^2+0x+1,A(x)=0x^2+1x+1,A(x^2)=2x^2+0x+0[/itex]

Setting [itex]A(1),A(x),A(x^2)[/itex] as column vectors gives the matrix [itex]\begin{bmatrix}
0 & 0 & 2 \\
0 & 1 & 0 \\
1 & 1 & 0 \\
\end{bmatrix}[/itex] that is not of the form of given matrix [itex]\begin{bmatrix}
a & 1 & 0 \\
b & 0 & 1 \\
c & 0 & 0 \\
\end{bmatrix}[/itex].

This means that we can't choose the standard basis to get matrix of [itex]A[/itex] that will be of the form [itex]\begin{bmatrix}
a & 1 & 0 \\
b & 0 & 1 \\
c & 0 & 0 \\
\end{bmatrix}[/itex].

Question: Do we have to guess a proper basis? If not, then how to find one?
 
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  • #2
What is the relation between the matrix of a linear map in one basis and the matrix of the same linear map in another basis?
 
  • #3
Alternatively, do you know a property of linear maps which is independent of the basis?
 
  • #4
micromass said:
What is the relation between the matrix of a linear map in one basis and the matrix of the same linear map in another basis?
Let [itex]B=\{b_1,b_2,b_3\}[/itex] is a standard basis, and [itex]B'=\{{b'}_1,{b'}_2,{b'}_3\}[/itex].
Matrix of changing basis from [itex]B[/itex] to [itex]B'[/itex] is defined as [itex]S=[[b_1]_{B'},...,[{b'}_n]_{B'}][/itex].

Finding [itex][b_1]_{B'},...,[{b'}_n]_{B'}[/itex] gives matrix [itex]S[/itex].

This should be the reversed process, right? We know vectors [itex][b_1]_{B'},...,[{b'}_n]_{B'}[/itex] in some basis,
and we need to find [itex]b_1,...,b_n[/itex] from basis [itex]B[/itex].
 
  • #5
Right, but that is not my point. Let's say I give you two matrices ##A## and ##B## which are matrices of the same linear map but with different bases. Do you know anything about how ##A## and ##B## are related? Does similarity tell you something?
 
  • #6
micromass said:
Right, but that is not my point. Let's say I give you two matrices ##A## and ##B## which are matrices of the same linear map but with different bases. Do you know anything about how ##A## and ##B## are related? Does similarity tell you something?
If [itex]B[/itex] is the matrix after transition to new basis, then [itex]B=A^{-1}[/itex]?
 
  • #7
@micromass The only condition is [itex]c\neq 0[/itex] since from [itex]b_1=1,b_2=x,b_3=x^2[/itex] follows [itex]{b'}_1=x,{b'}_2=x^2,{b'}_3=\frac{1-ax-bx^2}{c}[/itex].
Is this correct?
 
  • #8
ATTEMPT EDITED:

Let [itex]p(x)=a+bx+cx^2[/itex] be a polynomial in standard basis [itex]\mathcal B=\{1,x,x^2\}[/itex] of [itex]\mathbb R^2[x][/itex].
Then, linear transformation [itex]A[/itex] is defined as

[itex](A(p))(x)=p'(x+1)=(2+b)+2cx+0x^2[/itex]

From the given matrix, [itex]\begin{bmatrix}
a & 1 & 0 \\
b & 0 & 1 \\
c & 0 & 0 \\
\end{bmatrix}[/itex]

we have

[tex][b_1]_{B'}= \begin{bmatrix}
a \\
b \\
c \\
\end{bmatrix},[b_2]_{B'}= \begin{bmatrix}
1 \\
0 \\
0 \\
\end{bmatrix},[b_3]_{B'}= \begin{bmatrix}
0 \\
1 \\
0 \\
\end{bmatrix}[/tex]

where [itex]\mathcal {B'}[/itex] is some basis different from standard basis [itex]\mathcal B[/itex].

Now, we have

[tex]b_1=a\cdot {b'}_1+b\cdot {b'}_2+c\cdot {b'}_3[/tex]

[tex]b_2=1\cdot {b'}_1+0\cdot {b'}_2+0\cdot {b'}_3[/tex]

[tex]b_3=0\cdot {b'}_1+1\cdot {b'}_2+0\cdot {b'}_3[/tex]

where [itex]b_1,b_2,b_3[/itex] form standard basis [itex]\mathcal B[/itex], and
[itex]{b'}_1,{b'}_2,{b'}_3[/itex] form new basis [itex]\mathcal{B'}[/itex].

From above equations,

[tex]{b'}_1=x[/tex]

[tex]{b'}_2=x^2[/tex]

[tex]{b'}_3=\frac{1-ax-bx^2}{c},c\neq 0[/tex]

and we have [itex]\mathcal{B'}=\left\{x,x^2,\frac{1-ax-bx^2}{c}\right\}[/itex].

Now we need to find the matrix of linear transformation [itex]A[/itex] with respect to basis [itex]\mathcal{B'}[/itex].

[tex]\begin{bmatrix}
a & 1 & 0\\
b & 0 & 1\\
c & 0 & 0\\
\end{bmatrix} \begin{bmatrix}
2+b \\
2c \\
0 \\
\end{bmatrix} =\begin{bmatrix}
2a+ab+2c \\
2b+b^2 \\
2c+bc \\
\end{bmatrix}[/tex]

Linear transformation [itex]A[/itex] in basis [itex]\mathcal B'[/itex] is given by

[tex]((A(p))(x))'=(2a+ab+2c)x+b(2+b)x^2+c(2+b)\frac{1-ax-bx^2}{c}[/tex]

[tex]=(2a+ab+2c)x+b(2+b)x^2+(2+b)(1-ax-bx^2)[/tex]

Conclusion: For all [itex]a,b[/itex] and for all [itex]c\neq 0[/itex], the matrix given by [itex]\begin{bmatrix}
a & 1 & 0 \\
b & 0 & 1 \\
c & 0 & 0 \\
\end{bmatrix}[/itex] is the matrix of linear transformation [itex]A[/itex] in some basis [itex]\mathcal B'[/itex].

Is this correct?
 
  • #9
@gruba, this is a pretty strong hint:
micromass said:
Do you know anything about how AAA and BBB are related? Does similarity tell you something?
 
  • #10
Mark44 said:
@gruba, this is a pretty strong hint:

So, is it correct that one is the inverse of the other?
 
  • #11
gruba said:
So, is it correct that one is the inverse of the other?
No.
 

What is a matrix of linear transformation?

A matrix of linear transformation is a representation of a linear transformation between two vector spaces. It is a rectangular array of numbers that can be used to perform operations on vectors and to map them from one vector space to another.

How is a matrix of linear transformation different from a regular matrix?

A matrix of linear transformation is specifically used to represent linear transformations, while a regular matrix can represent any kind of mathematical operation. A matrix of linear transformation typically has specific properties, such as being square and invertible, that regular matrices may not have.

What does the size of a matrix of linear transformation represent?

The size of a matrix of linear transformation, typically represented as m x n, represents the number of rows and columns in the matrix. This corresponds to the dimensions of the vector spaces that the linear transformation is mapping between.

How is a matrix of linear transformation used in applications?

A matrix of linear transformation is used in various applications, such as computer graphics, data compression, and machine learning. It allows for efficient representation and manipulation of vector operations and transformations, making it a powerful tool in many fields of science and engineering.

Can a matrix of linear transformation be multiplied with other matrices?

Yes, a matrix of linear transformation can be multiplied with other matrices, as long as the dimensions of the matrices are compatible. This is known as matrix multiplication and is used to combine multiple linear transformations into a single transformation.

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