Math Problem Statement

Let C = {⃗c 1, ⃗c 2} be the basis for R2 with ⃗ c 1 =  2 −3  , ⃗c 2 = −3 5  and let T : R2 → R2 a linear transformation. Suppose [T (c1)]C = 1 0  and [T (c2)]C = 4 2  . Find the matrix [T ]E

Solution

To find the matrix [T]E[T]_E, which represents the linear transformation TT in the standard basis EE for R2\mathbb{R}^2, we can use the information provided about how TT acts on the basis vectors c1\vec{c}_1 and c2\vec{c}_2 of the basis CC.

Here are the steps:

  1. Express T(c1)T(\vec{c}_1) and T(c2)T(\vec{c}_2) in terms of the CC-basis vectors:

    • We are given: [T(c1)]C=(10)[T(\vec{c}_1)]_C = \begin{pmatrix}1 \\ 0\end{pmatrix} This means that T(c1)=1c1+0c2=c1T(\vec{c}_1) = 1 \cdot \vec{c}_1 + 0 \cdot \vec{c}_2 = \vec{c}_1.

    • Similarly, we have: [T(c2)]C=(42)[T(\vec{c}_2)]_C = \begin{pmatrix}4 \\ 2\end{pmatrix} This means that T(c2)=4c1+2c2T(\vec{c}_2) = 4 \cdot \vec{c}_1 + 2 \cdot \vec{c}_2.

  2. Convert T(c1)T(\vec{c}_1) and T(c2)T(\vec{c}_2) to standard basis coordinates:

    • Since c1=(23)\vec{c}_1 = \begin{pmatrix}2 \\ -3\end{pmatrix} and c2=(35)\vec{c}_2 = \begin{pmatrix}-3 \\ 5\end{pmatrix}, we calculate: T(c1)=c1=(23)T(\vec{c}_1) = \vec{c}_1 = \begin{pmatrix}2 \\ -3\end{pmatrix} and T(c2)=4c1+2c2=4(23)+2(35)T(\vec{c}_2) = 4 \cdot \vec{c}_1 + 2 \cdot \vec{c}_2 = 4 \begin{pmatrix}2 \\ -3\end{pmatrix} + 2 \begin{pmatrix}-3 \\ 5\end{pmatrix} =(812)+(610)=(22)= \begin{pmatrix}8 \\ -12\end{pmatrix} + \begin{pmatrix}-6 \\ 10\end{pmatrix} = \begin{pmatrix}2 \\ -2\end{pmatrix}
  3. Construct the matrix [T]E[T]_E:

    • The matrix [T]E[T]_E is formed by placing the coordinates of T(c1)T(\vec{c}_1) and T(c2)T(\vec{c}_2) as columns: [T]E=(2232)[T]_E = \begin{pmatrix}2 & 2 \\ -3 & -2\end{pmatrix}

Thus, the matrix representation of TT in the standard basis EE is: [T]E=(2232)[T]_E = \begin{pmatrix}2 & 2 \\ -3 & -2\end{pmatrix}

Would you like further explanation on any step?

Here are five questions that build upon this topic:

  1. How would the transformation matrix change if we had a different basis for R2\mathbb{R}^2?
  2. How do we determine if the transformation TT is invertible from its matrix representation?
  3. What is the significance of the eigenvalues and eigenvectors of the matrix [T]E[T]_E?
  4. How would we find the transformation matrix in a rotated basis?
  5. How can we verify if TT preserves the orientation of the basis vectors?

Tip: Always check the linear independence of basis vectors when working with transformations in different bases.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Linear Transformation
Matrix Representation
Basis Transformation

Formulas

Matrix representation of linear transformation: [T]_E = [T(c1)_E, T(c2)_E]
Coordinate transformation between bases: T(c1) = a * c1 + b * c2

Theorems

Basis and Linear Transformation Theorem
Matrix Representation of Linear Transformation Theorem

Suitable Grade Level

Undergraduate - Linear Algebra