Math Problem Statement
Let A be the representation matrix of a linear graph f. Show: The subspace spanned by the column vectors of A is a subspace of K^m which is is isomorphic to image(f).
Solution
To prove that the subspace spanned by the column vectors of the representation matrix of a linear map is isomorphic to the image of , let us proceed step by step.
Key Concepts:
- Representation Matrix: The matrix represents the linear map , where .
- Column Space: The subspace spanned by the column vectors of , denoted by , is a subspace of .
- Image of : The image (or range) of , denoted by , is the set of all vectors in that can be written as for some .
Steps of the Proof:
-
Column Space of :
- The column vectors of represent the outputs of when the basis vectors of are mapped under .
- For any , is a linear combination of the columns of .
- Therefore, , where are the columns of .
-
Subspace Relationship:
- Since , the column space of is the image of .
- Hence, , and it is the same subspace as .
-
Isomorphism:
- The linear map has a representation in through the column vectors of .
- The map from the basis vectors of to the column vectors of preserves linear dependence and independence.
- Therefore, the column space of (which is ) is isomorphic to .
Conclusion:
The subspace spanned by the column vectors of , , is indeed a subspace of and is isomorphic to the image of the linear map , . This completes the proof.
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5 Related Questions:
- What conditions ensure that the column space of is equal to ?
- How does the rank of relate to the dimensions of ?
- What is the relationship between the null space of and the kernel of ?
- How can the rank-nullity theorem be applied to connect and ?
- What happens to if is a square matrix with full rank?
Tip:
To better understand the isomorphism between column space and image, practice mapping basis vectors of to their images in using simple examples.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Linear Maps
Matrix Representation
Column Space
Image of a Linear Map
Isomorphism
Formulas
f(x) = A x
Theorems
Isomorphism Theorem
Rank-Nullity Theorem
Suitable Grade Level
Undergraduate
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