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 VV over some field F\mathbb{F}.
  • An inner product {,}\{ \cdot, \cdot \} defined on VV.
  • A linear map S:VVS: V \to V, which is an element of L(V)L(V), the space of linear operators on VV.

You are defining a new function {,}1\{ \cdot, \cdot \}_1 on VV by: {u,v}1={Su,Sv}\{ u, v \}_1 = \{ Su, Sv \} for all u,vVu, v \in V.

Question

We need to determine under what conditions {,}1\{ \cdot, \cdot \}_1 is an inner product on VV. Specifically, the statement suggests that {,}1\{ \cdot, \cdot \}_1 is an inner product on VV if and only if SS is injective.

Solution

Inner Product Definition

For {,}1\{ \cdot, \cdot \}_1 to be an inner product on VV, it must satisfy the following conditions:

  1. Bilinearity:

    • {au+bw,v}1=a{u,v}1+b{w,v}1\{ au + bw, v \}_1 = a\{ u, v \}_1 + b\{ w, v \}_1
    • {u,av+bw}1=a{u,v}1+b{u,w}1\{ u, av + bw \}_1 = a\{ u, v \}_1 + b\{ u, w \}_1
    • This is true because the original inner product {,}\{ \cdot, \cdot \} is bilinear, and SS is a linear map. Therefore, bilinearity is preserved.
  2. Symmetry:

    • {u,v}1={v,u}1\{ u, v \}_1 = \{ v, u \}_1
    • Since the original inner product is symmetric ({u,v}={v,u}\{ u, v \} = \{ v, u \}) and SS is a linear operator, symmetry is preserved.
  3. Positive Definiteness:

    • {u,u}1>0\{ u, u \}_1 > 0 for all non-zero uVu \in V, and {u,u}1=0\{ u, u \}_1 = 0 if and only if u=0u = 0.

Let's focus on this third condition, as it is the most critical for the problem.

Positive Definiteness Condition

Given {u,u}1={Su,Su}\{ u, u \}_1 = \{ Su, Su \}, for {,}1\{ \cdot, \cdot \}_1 to be positive definite, we require that: {u,u}1=0    u=0\{ u, u \}_1 = 0 \implies u = 0

However, {u,u}1={Su,Su}=0\{ u, u \}_1 = \{ Su, Su \} = 0 if and only if Su=0Su = 0. For this to imply that u=0u = 0, SS must be injective. In other words, the kernel of SS must be trivial (i.e., ker(S)={0}\text{ker}(S) = \{0\}).

If SS is not injective, there exists some non-zero uu such that Su=0Su = 0, which would lead to {u,u}1={Su,Su}=0\{ u, u \}_1 = \{ Su, Su \} = 0 even though u0u \neq 0. This violates the positive definiteness condition of the inner product.

Conclusion

Thus, {,}1\{ \cdot, \cdot \}_1 is an inner product on VV if and only if SS is injective.

Summary

The function {,}1\{ \cdot, \cdot \}_1 defined by {u,v}1={Su,Sv}\{ u, v \}_1 = \{ Su, Sv \} is an inner product on VV if and only if the linear operator SS 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:

  1. What are the necessary and sufficient conditions for a linear map to be injective?
  2. How does the concept of orthogonality change under the new inner product {,}1\{ \cdot, \cdot \}_1?
  3. Can a linear operator that is not injective ever induce a non-degenerate bilinear form?
  4. How does the determinant of SS relate to the injectivity of SS?
  5. What is the geometric interpretation of SS when {,}1\{ \cdot, \cdot \}_1 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