Matrix for linear map

In summary, a matrix for a linear map is a mathematical representation of a linear transformation between two vector spaces. It is created by organizing the coefficients of the linear map's equations into rows and columns, with the size of the matrix depending on the number of variables and equations. The purpose of using a matrix for a linear map is to simplify the process of solving equations involving linear transformations. It can be used for any type of linear transformation between two vector spaces, and the size of the matrix is determined by the dimensions of the vector spaces involved.
  • #1
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Homework Statement


T(2,1)---> (5,2) and T(1,2)--->(7,10) is a linear map on R^2. Determine the matrix T with respect to the basis B= {(3,3),(1,-1)}


Homework Equations





The Attempt at a Solution


matrix = 5 7
2 10 ?
 
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  • #2
Rather than the question marks, it would be better to show HOW you got that answer!

The simplest way to get the matrix representation for a linear transformation in a given basis is to apply the linear transformation to each basis vector in turn, writing the result in terms of the basis. The coefficients in the linear combination are the columns of the matrix.

Here, we know that T(2, 1)= (5, 2) and T(1, 2)= (7, 10). To determine what T does to (3, 3) and (1, -1), we need first to write them in terms of (2, 1) and (1, 2).
(3, 3)= a(2, 1)+ b(1, 2)= (2a+ b, a+ 2b) so we must have 2a+ b= 3 and a+ 2b= 3. Multiply the second equation by 2 and subtract fromthe first: (2a+ b)- 2(a+ 2b)= 2a+ b- 2a- 4b= -3b= 3 so b= -1. Then 2a- 1= 3 so 2a= 4 and a= 2.

T(3, 3)= T(2(2,1)- (1, 2))= 2T(2,1)- T(1,2)= 2(5,2)- (7, 10)= (10- 7, 4- 10)= (3, -6). Now we need to write that in terms of the basis (3, 3), (1, -1). Solve (3, -6)= x(3, 3)+ y(1, -1) for x and y. Then
[tex]\begin{array}x \\ y\end{array}[/tex]
will be the first column of your matrix.

Do the same with (1, -1) to find the second column.
 

1. What is a matrix for a linear map?

A matrix for a linear map is a mathematical representation of a linear transformation between two vector spaces. It consists of rows and columns of numbers that correspond to the coefficients of the linear map's equations.

2. How is a matrix for a linear map created?

A matrix for a linear map is created by organizing the coefficients of the linear map's equations into rows and columns. The number of rows and columns in the matrix will depend on the number of variables and equations in the linear map.

3. What is the purpose of using a matrix for a linear map?

The purpose of using a matrix for a linear map is to simplify the process of solving equations involving linear transformations. By converting the equations into matrix form, we can use various matrix operations to solve for unknown variables.

4. Can a matrix for a linear map be used for any type of linear transformation?

Yes, a matrix for a linear map can be used for any type of linear transformation, as long as it is between two vector spaces. This includes rotations, reflections, and scaling.

5. How does the size of a matrix for a linear map relate to the dimension of the vector spaces involved?

The size of a matrix for a linear map is determined by the dimensions of the vector spaces involved. For example, a linear map between two 3-dimensional vector spaces will have a 3x3 matrix. In general, a linear map between an n-dimensional vector space and an m-dimensional vector space will have an mxn matrix.

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