Math Problem Statement
Solution
Let's solve the problem step by step.
We are tasked with proving that , which is the null space of the matrix , is a subspace. We will use the three properties that define a subspace in vector spaces:
Requirements for Subspace:
To prove that is a subspace of , we need to verify these three properties:
- The zero vector is in .
- Closure under addition: If and are in , then is also in .
- Closure under scalar multiplication: If is in and is a scalar, then is also in .
Step-by-step Verification:
1. The zero vector is in :
We need to check if the zero vector is in .
By definition, if: Since multiplying any matrix by the zero vector gives the zero vector, we have: Thus, the zero vector is indeed in .
2. Closure under addition:
Let , which means: We need to show that , i.e., that .
Using the linearity of matrix multiplication, we have: Thus, , proving that is closed under addition.
3. Closure under scalar multiplication:
Let and be a scalar. We need to show that , i.e., that .
Again, using the linearity of matrix multiplication, we have: Thus, , proving that is closed under scalar multiplication.
Subspace of or ?
If is an matrix, then (the elements of ) are vectors from , since acts on vectors from . Thus, the null space is a subspace of .
Conclusion:
We have verified that satisfies all three properties for being a subspace. Therefore, is a subspace of if is an matrix.
Would you like any more details on any of these steps or further clarifications?
Here are 5 follow-up questions to deepen understanding:
- How would you prove that the column space of is a subspace?
- What is the relationship between the null space and the rank of a matrix?
- How does the dimension of relate to the rank-nullity theorem?
- Can the null space of a matrix ever be all of ? If so, when?
- What happens to the null space if matrix is invertible?
Tip: Always remember that any subspace must include the zero vector, and checking this first is a good starting point in proving subspace properties.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Subspaces
Null Space
Matrices
Formulas
Ax = 0
Theorems
Subspace Test (Closure under addition, scalar multiplication, and presence of zero vector)
Suitable Grade Level
Undergraduate (Linear Algebra)