Math Problem Statement
Suppose T ∈ L(V ) and U is a subspace of V . (a) Prove that if U ⊆ null T, then U is invariant under T. (b) Prove that if range T ⊆ U, then U is invariant under T.
Solution
Let's break down each part of the problem.
(a) Prove that if , then is invariant under .
Proof:
Let , where is the set of all linear operators on , and let be a subspace of such that . We want to show that is invariant under , i.e., for every , .
Since , by definition of the null space, for every , we have: Thus, for every , , which implies that (since , because is a subspace).
Therefore, is invariant under .
(b) Prove that if , then is invariant under .
Proof:
Let , where is the set of all linear operators on , and let be a subspace of such that . We want to show that is invariant under , i.e., for every , .
Since , for every , we have: In particular, for every , we know that by the definition of a linear transformation. Since , it follows that: Thus, is invariant under .
Conclusion:
- For part (a), we showed that if , then for every , which implies that is invariant under .
- For part (b), we showed that if , then for every , , which also implies that is invariant under .
Do you have any questions or would you like further details?
Here are 5 related questions for further exploration:
- What is the relationship between the null space and the range of a linear operator?
- How do invariant subspaces relate to the diagonalizability of a linear operator?
- What are examples of operators where every subspace is invariant?
- How do the kernel and image of a linear transformation help in finding invariant subspaces?
- Can a subspace be invariant under two different linear operators simultaneously?
Tip: When proving properties of linear transformations, it's helpful to use the definitions of the null space and range, and verify how each element behaves under the transformation.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Linear Transformations
Subspaces
Null Space
Range
Formulas
T(u) = 0 for u ∈ null(T)
range(T) ⊆ U
Theorems
Definition of Invariant Subspace
Definition of Null Space
Definition of Range
Suitable Grade Level
Undergraduate Level (Math Majors)
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