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 [T]E[T]_E in the standard basis EE of R2\mathbb{R}^2, given that we have a transformation TT with respect to the basis C={c1,c2}C = \{\vec{c}_1, \vec{c}_2\}, we can follow these steps:

  1. Write down the transformation matrices for each vector in basis CC:

    • We have [T(c1)]C=(10)[T(\vec{c}_1)]_C = \begin{pmatrix} 1 \\ 0 \end{pmatrix} and [T(c2)]C=(42)[T(\vec{c}_2)]_C = \begin{pmatrix} 4 \\ 2 \end{pmatrix}.
  2. Interpret the information as coordinates in basis CC:

    • This tells us that T(c1)=1c1+0c2=c1T(\vec{c}_1) = 1 \cdot \vec{c}_1 + 0 \cdot \vec{c}_2 = \vec{c}_1.
    • Similarly, T(c2)=4c1+2c2T(\vec{c}_2) = 4 \cdot \vec{c}_1 + 2 \cdot \vec{c}_2.
  3. Express T(c1)T(\vec{c}_1) and T(c2)T(\vec{c}_2) in terms of the standard basis EE:

    • c1=(23)\vec{c}_1 = \begin{pmatrix} 2 \\ 3 \end{pmatrix}
    • c2=(35)\vec{c}_2 = \begin{pmatrix} 3 \\ 5 \end{pmatrix}

    Therefore:

    • T(c1)=1(23)=(23)T(\vec{c}_1) = 1 \cdot \begin{pmatrix} 2 \\ 3 \end{pmatrix} = \begin{pmatrix} 2 \\ 3 \end{pmatrix}
    • T(c2)=4(23)+2(35)=(8+612+10)=(1422)T(\vec{c}_2) = 4 \cdot \begin{pmatrix} 2 \\ 3 \end{pmatrix} + 2 \cdot \begin{pmatrix} 3 \\ 5 \end{pmatrix} = \begin{pmatrix} 8 + 6 \\ 12 + 10 \end{pmatrix} = \begin{pmatrix} 14 \\ 22 \end{pmatrix}
  4. Construct the matrix [T]E[T]_E:

    • The matrix [T]E[T]_E has columns given by T(c1)T(\vec{c}_1) and T(c2)T(\vec{c}_2) expressed in the standard basis EE: [T]E=(214322)[T]_E = \begin{pmatrix} 2 & 14 \\ 3 & 22 \end{pmatrix}

Thus, the matrix representation of TT in the standard basis EE is: [T]E=(214322)[T]_E = \begin{pmatrix} 2 & 14 \\ 3 & 22 \end{pmatrix}

Would you like further details on any of the steps?

Here are some related questions to explore:

  1. How can we confirm that a given transformation matrix represents a linear transformation?
  2. What are the properties of basis transformations in linear algebra?
  3. How does changing the basis affect the matrix representation of a transformation?
  4. How can we calculate the inverse of a transformation matrix?
  5. What does it mean for a matrix to be similar to another in the context of basis transformations?

Tip: Always ensure you have the correct basis vectors when performing basis transformations, as mistakes in the basis can lead to incorrect results.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Linear Transformation
Change of Basis
Matrix Representation

Formulas

T(c1) = a1 * c1 + a2 * c2
T(c2) = b1 * c1 + b2 * c2
[T]_E = [T(c1) | T(c2)]

Theorems

Matrix representation of linear transformations in different bases
Change of basis theorem

Suitable Grade Level

Undergraduate Level (Year 1-2)