Question on inner products between functions

  • Context: Graduate 
  • Thread starter Thread starter mnb96
  • Start date Start date
  • Tags Tags
    Functions
Click For Summary

Discussion Overview

The discussion revolves around the properties of inner products between functions in the context of different vector spaces, specifically focusing on functions in L²(ℝ) and transformations of these functions. Participants explore the implications of mapping functions through smooth and bijective transformations and the conditions under which inner products can be calculated.

Discussion Character

  • Technical explanation, Debate/contested, Conceptual clarification

Main Points Raised

  • One participant states that when transforming a function f using a bijective mapping φ from ℝ to ℝ, the inner product can still be calculated, while a mapping from U (not necessarily ℝ) to ℝ complicates this.
  • Another participant emphasizes the need to define the inner product and the vector space clearly before making claims about the ability to calculate it.
  • A participant clarifies that they are considering L²(ℝ) with the inner product defined as the integral of the product of functions.
  • There is a suggestion that it may be possible to define a new inner product for functions on U that references the transformation φ and the original inner product on ℝ.
  • One participant proposes a specific form for an inner product on U that involves the Jacobian of the transformation, questioning the feasibility of defining an inner product that allows for interactions between functions on U and ℝ.
  • Another participant confirms that the issue arises because the transformed function f∘φ is not in the same vector space as g, thus complicating the inner product calculation.
  • There is a discussion about the possibility of defining a vector space that includes both functions on ℝ and functions on U, suggesting that it may not be impossible to create such definitions.

Areas of Agreement / Disagreement

Participants express differing views on the feasibility of defining inner products across different vector spaces. While some agree on the challenges presented, others suggest that new definitions could potentially be developed, indicating that the discussion remains unresolved.

Contextual Notes

Participants highlight the importance of definitions and the context of the vector spaces involved, noting that without clear definitions, statements about inner products may lack precision.

mnb96
Messages
711
Reaction score
5
Hello,

let's suppose I have two functions [itex]f,g\in L^2(\mathbb{R})[/itex] and I consider the inner product [tex]\left\langle f,g \right\rangle = \int_\mathbb{R} f(x)g(x)dx[/tex]
If I transform the function f in the following way [itex]f(x) \mapsto f(\phi(u))[/itex], where [itex]\phi:\mathbb{R}\rightarrow \mathbb{R}[/itex] is smooth and bijective, I can still calculate the inner product [tex]\left\langle f \circ \phi,g \right\rangle = \int_\mathbb{R} f(\phi(u))g(u)du[/tex] Instead, if [itex]\phi:U\rightarrow \mathbb{R}[/itex] is smooth and bijective but U is not necessarily ℝ, I can't calculuate the inner product [itex]\left\langle f \circ \phi,g \right\rangle[/itex] anymore.

Does this happen because in the first case [itex]\phi[/itex] acted as a mapping [itex]L^2(\mathbb{R}) \rightarrow L^2(\mathbb{R})[/itex] to the same vector space, while in the second case we had a mapping [itex]L^2(\mathbb{R}) \rightarrow L^2(U;\mathbb{R})[/itex] which is a different vector space. Am I right?
 
Physics news on Phys.org
mnb96 said:
, I can't calculuate the inner product [itex]\left\langle f \circ \phi,g \right\rangle[/itex] anymore.

That's a fairly confusing question!

On a given vector space, it may be possible to define more than one inner product. When you have picked a definite "inner product space" then you have picked one particular inner product. There is no rule that the inner product on a vector space of functions must be chosen to be the intergral of their pointwise product. Their isn't even any rule that says the sum of two functions in a vector space of functions must be defined as pointwise sum of the two functions. All that is needed is that there be some sort of operation that satisifes the axioms for vector addition. So when you say "I can't calculate the inner product...", it isn't a precise statement. You have to define exactly what the inner product you are talking about before asserting it can't be calculated. You also need to define exactly what vector space you are talking about.
 
Hi Stephen!

Stephen Tashi said:
You also need to define exactly what vector space you are talking about.

As a vector space I am considering L2(ℝ), the square integrable functions of one variable over the reals.

Stephen Tashi said:
You have to define exactly what the inner product you are talking about before asserting it can't be calculated.

the inner product I am considering over L2(ℝ) is [itex]f\cdot g = \int_\mathbb{R}f(x)g(x)dx[/itex]

What I was trying to say is that, with the above definitions of our inner product vector space, when we consider a function [itex]f\circ \phi[/itex], where [itex]\phi:U\rightarrow \mathbb{R}[/itex] is smooth and bijective but U is not necessarily ℝ, it does not make sense to calculate the inner product between [itex]f\circ \phi[/itex] and another function g in L2(ℝ) simply because [itex]f\circ \phi[/itex] is not in L2(ℝ) anymore.
I just wanted to know if this reasoning is correct.
 
mnb96 said:
, it does not make sense to calculate the inner product between [itex]f\circ \phi[/itex] and another function g in L2(ℝ) simply because [itex]f\circ \phi[/itex] is not in L2(ℝ) anymore.
I just wanted to know if this reasoning is correct.

It's correct that an inner product of two functions on [itex]U[/itex] is not defined merely by stating the definition of an inner product of two functions on [itex]\mathbb{R}[/itex] and the existence of the transformation [itex]\phi[/itex]. It may be possible to come up with a "sensible" definition for an inner product of functions on [itex]U[/itex] that makes reference to the transformation [itex]\phi[/itex] and an inner product of functions on [itex]\mathbb{R}[/itex]. It wouldn't be correct to say that creating such a definition is impossible.
 
Stephen Tashi said:
It may be possible to come up with a "sensible" definition for an inner product of functions on [itex]U[/itex] that makes reference to the transformation [itex]\phi[/itex] and an inner product of functions on [itex]\mathbb{R}[/itex]

I am not sure I understood exactly what you meant here; did you mean something like the following? : [tex]\left\langle f\circ \phi,\, g\circ\phi) \right\rangle_U = \int_U J_\phi^{-1}f(\phi(u))g(\phi(u))du=\int_\mathbb{R}f(x)g(x)dx = \left\langle f, g \right\rangle[/tex] where J is the determinant of the Jacobian matrix of the transformation [itex]\phi[/itex].

Here I just defined an inner product for functions on U that makes reference to [itex]\phi[/itex] and to our original inner product on the functions on ℝ. However I don't see how we could make a definition of inner product such that we could take inner products of functions on U with functions on ℝ. Is that possible? It seems to me that such an inner product (if it exsited) would not satisfy the "symmetry"-axiom.
 
Last edited:
An inner product (or semi-inner product) on a real vector space V is a map from V×V into ℝ (that satisfies some additional properties).

The problem with your (second) ##\phi## and ##f\circ\phi## is just that they're not members of the vector space. So the answer to your question is simply "yes".
 
ok! got it.
Thanks Fredrik and Stephen.
 
mnb96 said:
However I don't see how we could make a definition of inner product such that we could take inner products of functions on U with functions on ℝ. Is that possible?.

I'm not saying that I know how to do it but I see no proof that it is impossible. To do it, you would have to define a vector space that contained both functions on [itex]\mathbb{R}[/itex] and functions on [itex]U[/itex] as vectors. You might try defining vectors for such a space as a linear combinations of two such functions.

You need to clarify the context of your question. On one hand, I can imagine you reading a paper by someone who made mathematical errors in symbolic manipulations and is trying to take "the usual" inner product between two functions on different domains without stating any special definitions that would make that a sensible operation. I'd agree that this is an error since, as far as I know, there is no standard definition for that operation that we can assume he is using.

On the other hand, you might be trying to invent some new mathematics and you might be searching for a way to define an inner product of functions on two different domains. I'm not necesarily optimistic about the usefulness of that idea, but I wouldn't say you should automatically give up.
 

Similar threads

  • · Replies 26 ·
Replies
26
Views
2K
  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 7 ·
Replies
7
Views
3K
  • · Replies 19 ·
Replies
19
Views
3K
  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 13 ·
Replies
13
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 17 ·
Replies
17
Views
3K
  • · Replies 3 ·
Replies
3
Views
1K
  • · Replies 8 ·
Replies
8
Views
2K