Math Problem Statement
(1 point) Let b⃗ 1=[11] and b⃗ 2=[10]. The set B={b⃗ 1,b⃗ 2} is a basis for R2. Let T:R2→R2 be a linear transformation such that T(b⃗ 1)=8b⃗ 1+6b⃗ 2 and T(b⃗ 2)=7b⃗ 1+4b⃗ 2. (a) The matrix of T relative to the basis B is [T]B= ⎡⎣⎢⎢ ⎤⎦⎥⎥ . (b) The matrix of T relative to the standard basis E for R2 is [T]E= ⎡⎣⎢⎢ ⎤⎦⎥⎥
Solution
To solve this problem, we’ll start by constructing the matrix of the transformation relative to the basis (part (a)), and then use that to find the matrix of relative to the standard basis (part (b)).
Part (a): Matrix of relative to basis
Given:
The transformation is defined by:
In terms of the basis , the images of and can be expressed as coordinate vectors relative to :
- corresponds to the vector in the -basis.
- corresponds to the vector in the -basis.
Thus, the matrix of relative to the basis is:
Part (b): Matrix of relative to the standard basis
To find the matrix of relative to the standard basis , we need to express and in terms of the standard basis vectors.
-
Compute and in terms of the standard basis:
- Since and ,
- ,
- .
-
Construct : Using these results, we have
Final Answer
-
(a) The matrix of relative to basis is:
-
(b) The matrix of relative to the standard basis is:
Would you like a more detailed breakdown or have any questions?
Here are five related questions to deepen understanding:
- How would the transformation matrix change if and were swapped in the basis ?
- What does the transformation represent geometrically in ?
- How would you find the eigenvalues and eigenvectors of with respect to the basis ?
- How would you verify that is indeed a basis for ?
- What is the determinant of , and what does it tell you about ?
Tip: When changing between different bases, understanding the relationship between basis vectors helps streamline transformation matrix calculations.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrices
Linear Transformation
Change of Basis
Formulas
T(b⃗ 1) = 8b⃗ 1 + 6b⃗ 2
T(b⃗ 2) = 7b⃗ 1 + 4b⃗ 2
[T]_B = [[8, 7], [6, 4]]
[T]_E = [[14, 11], [8, 7]]
Theorems
Transformation matrix relative to a basis
Change of basis formula
Suitable Grade Level
Undergraduate
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