Math Problem Statement
Solution
Let's solve the problem step-by-step.
We have a transformation defined by: and a vector .
Part (a): Finding the Standard Matrix of
The standard matrix of can be found by applying to the standard basis vectors of : and .
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Compute :
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Compute :
Thus, the columns of the standard matrix are and . So,
Part (b): Finding the Matrix Relative to Bases and
Given:
- Basis for
- Basis for
We need to find the matrix of relative to these bases.
To do this, we:
- Express the images of the basis vectors of under (i.e., and ) in terms of the basis .
- Then, form the matrix using the coefficients of these vectors in terms of .
Step 1: Calculate and
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For :
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For :
Step 2: Express and in Terms of
We need to express and as linear combinations of the basis vectors in .
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Expressing in terms of : Find scalars such that:
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Expressing in terms of : Find scalars such that:
After determining these scalars, we can construct the matrix relative to and using these as columns.
Would you like assistance solving for these scalars, or further details on any step above?
Here are some related questions for further practice:
- How can we verify the transformation matrix using different bases?
- What properties change in a linear transformation when switching bases?
- How do you find the inverse of a matrix with respect to non-standard bases?
- Why is it important to express vectors in terms of a chosen basis?
- How do linear transformations affect geometric shapes under different bases?
Tip: When converting vectors to different bases, keep track of each step meticulously, as minor errors can propagate through matrix transformations.
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Math Problem Analysis
Mathematical Concepts
Linear Transformation
Matrix Representation
Change of Basis
Formulas
Standard matrix calculation for transformation T
Expressing vectors in terms of a new basis
Transformation matrix relative to non-standard bases
Theorems
Linear Transformation Matrix Theorem
Basis Transformation Theorem
Suitable Grade Level
Undergraduate (Linear Algebra)
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