Math Problem Statement
Suppose S is in L(V). Define {.,.}_1 by {u, v}_1 = {Su, Sv} for all u, v in V such that {.,.} is an inner product on V if and only if S is injective
Solution
To address this problem, let's break it down into key components and provide a clear explanation.
Problem Breakdown
You have:
- A vector space over some field .
- An inner product defined on .
- A linear map , which is an element of , the space of linear operators on .
You are defining a new function on by: for all .
Question
We need to determine under what conditions is an inner product on . Specifically, the statement suggests that is an inner product on if and only if is injective.
Solution
Inner Product Definition
For to be an inner product on , it must satisfy the following conditions:
-
Bilinearity:
- This is true because the original inner product is bilinear, and is a linear map. Therefore, bilinearity is preserved.
-
Symmetry:
- Since the original inner product is symmetric () and is a linear operator, symmetry is preserved.
-
Positive Definiteness:
- for all non-zero , and if and only if .
Let's focus on this third condition, as it is the most critical for the problem.
Positive Definiteness Condition
Given , for to be positive definite, we require that:
However, if and only if . For this to imply that , must be injective. In other words, the kernel of must be trivial (i.e., ).
If is not injective, there exists some non-zero such that , which would lead to even though . This violates the positive definiteness condition of the inner product.
Conclusion
Thus, is an inner product on if and only if is injective.
Summary
The function defined by is an inner product on if and only if the linear operator is injective.
Would you like to go into more detail about any part of this explanation or have any questions?
Here are 5 related questions to consider:
- What are the necessary and sufficient conditions for a linear map to be injective?
- How does the concept of orthogonality change under the new inner product ?
- Can a linear operator that is not injective ever induce a non-degenerate bilinear form?
- How does the determinant of relate to the injectivity of ?
- What is the geometric interpretation of when is an inner product?
Tip: Always check the properties of linear operators when dealing with induced inner products. The injectivity of an operator is often key in preserving properties like positive definiteness.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Inner Products
Linear Maps
Injectivity
Formulas
{u, v}_1 = {Su, Sv}
Positive definiteness condition: {u, u}_1 > 0 if u ≠ 0
Theorems
Injectivity implies positive definiteness in inner products
Suitable Grade Level
Undergraduate Level