Math Problem Statement
Solution
The problem provided is about a matrix transformation that is one-to-one (injective). We need to determine the relationship between and .
Explanation:
A matrix transformation from to can be represented by an matrix. For the transformation to be one-to-one, its kernel must only contain the zero vector. This implies that the columns of the matrix must be linearly independent.
If the matrix has columns (since it maps from ), and for the columns to be linearly independent, we must have . This is because there cannot be more linearly independent vectors in than the dimension itself.
Conclusion:
The correct answer is:
B.
Would you like more details on this topic, or do you have any other questions?
Related Questions:
- What is the difference between injective and surjective transformations?
- How can you determine if a matrix transformation is onto (surjective)?
- What is the rank of a matrix, and how does it relate to linear independence?
- Can a transformation be both injective and surjective? If so, what is it called?
- How does the determinant of a matrix relate to its injectivity or surjectivity?
Tip:
To determine if a matrix transformation is injective, you can check if the matrix has a full column rank. If it does, then the transformation is injective.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Matrix Transformations
Linear Independence
Injective Transformations
Formulas
-
Theorems
Linear Independence
Rank-Nullity Theorem
Suitable Grade Level
Undergraduate (University Level)
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