Math Problem Statement
Let C = {~c 1 , ~ c2 } be the basis for R 2 with ~c 1 = ✓ 2 3 ◆ , ~ c2 = ✓3 5 ◆ and let T : R 2 ! R 2 a linear transformation. Suppose [T (c 1 )] C = ✓1 0 ◆ and [T (c 2 )] C = ✓4 2 ◆ . Find the matrix [T ] E .
Solution
To find the matrix of the linear transformation in the standard basis of , we need to perform the following steps:
Step 1: Understand the problem and given data
- The basis is given as:
- The transformation is defined in terms of its action on the -basis vectors: [ [T(\mathbf{c}_1)]_C = \begin{bmatrix} 1 \ 0 \end{bmatrix}, \quad [T(\mathbf{c}_2)]_C = \begin{bmatrix} 4 \ 2 \end{bmatrix}. ] These are the coordinates of and in the basis .
Step 2: Express and in terms of standard basis
To convert the coordinates in basis into standard basis , use the relation:
Compute :
Compute :
Simplify:
Step 3: Form the transformation matrix
The columns of are the images of the standard basis vectors and , expressed in the standard basis. These are just and , as computed in Step 2.
Thus:
Final Answer:
Would you like further explanation or verification of these calculations? Here are some related questions:
- What are the properties of a linear transformation represented by a matrix?
- How do changes in basis affect the representation of a linear transformation?
- Can this method be extended to higher-dimensional spaces?
- What is the significance of the columns of the transformation matrix?
- How do you compute the inverse of a transformation matrix if it exists?
Tip: Always verify your calculations by applying the transformation matrix to the original basis vectors!
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Change of Basis
Linear Transformation
Formulas
T(ci) = Σ (coordinate of T(ci) in basis C) ⋅ cj
[T]_E = [T(c1) T(c2)] in standard basis E
Theorems
Basis Transformation
Matrix Representation of Linear Transformations
Suitable Grade Level
Undergraduate - Linear Algebra
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