Math Problem Statement
A5. Let T : R3 → R2 be a linear transformation which satisfies T 1 1 1 = 0 −2 , T 1 2 3 = 1 −2 , T 1 4 9 = 3 0 . Find the defining matrix for T .
Solution
To find the matrix representation of the linear transformation , we assume for . Matrix will be a matrix since maps from to .
The problem provides the following information:
Let the matrix be:
We are given three equations based on the images of the vectors under :
Using these equations, we can set up the following system of linear equations for each row of :
First row:
Second row:
Let's solve these systems separately to determine the values of and .
Solving for :
Using the equations:
Subtract the first equation from the second: Subtract the second equation from the third:
Now we have the system:
Subtract the first from the second: Substitute into : Finally, substitute and into :
So, , , .
Solving for :
Using the equations:
Subtract the first equation from the second: Subtract the second equation from the third:
Now we have the system:
Subtract the first from the second: Substitute into : Finally, substitute and into :
So, , , .
Matrix
The matrix representation of is:
Would you like further details on the steps, or do you have any questions?
Here are 5 related questions:
- How does one verify that is indeed the correct matrix for ?
- What properties of linear transformations does this example illustrate?
- How would the process change if were a transformation from to instead?
- How can one determine if a linear transformation is invertible from its matrix?
- What is the geometric interpretation of this transformation in ?
Tip: Always check your solutions by plugging values back into the original equations to ensure accuracy.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Linear Transformations
Matrix Representation
Formulas
T(x) = A * x
System of linear equations: A * [x1, x2, x3] = [y1, y2]
Theorems
Matrix representation of linear transformations
Solving systems of linear equations
Suitable Grade Level
Undergraduate Mathematics