For finite dimension vector spaces, all norms are equivalent

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Discussion Overview

The discussion revolves around the concept of norm equivalence in finite-dimensional vector spaces. Participants explore the implications of the inequalities between norms and the definitions of equivalence, questioning how these relate to convergence and the qualitative versus quantitative aspects of norms.

Discussion Character

  • Debate/contested
  • Conceptual clarification
  • Mathematical reasoning

Main Points Raised

  • One participant seeks clarification on how the inequalities between two norms imply their equivalence.
  • Another participant defines equivalence of norms in terms of the existence of bounds, questioning if this leads to convergence in both norms.
  • Some participants express that equivalence should mean that norms yield the same value for the same vector, while others argue this is not the case with specific examples.
  • There is a discussion about whether the definition of equivalent norms should focus on qualitative behavior rather than quantitative values.
  • A later reply asserts that equivalent norms maintain the same general behavior regarding convergence and boundedness, despite differing numerical values.
  • Participants reference the Wikipedia definition of equivalent norms and discuss its implications for the topology generated by the norms.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the definition of norm equivalence and its implications. There are multiple competing views regarding the qualitative versus quantitative aspects of norms and their relationship to convergence.

Contextual Notes

Some participants highlight the limitations of the current definitions and the need for clarity regarding the implications of norm equivalence on convergence and topology.

ShayanJ
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I searched for a proof of the statement in the title and found this document. But it just proves that for two norms ## \rho(x) ## and ## ||x|| ##, we have ## m\rho(x)\leq ||x|| \leq M \rho(x) ## for some m and M. But how does it imply that the two norms are equivalent?

Thanks
 
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What do you mean by equivalence of norms? ##mρ(x)≤||x||≤Mρ(x)## implies ##M^{-1} ||x|| \leq ρ(x) \leq m^{-1} ||x||##.
 
I assume it means all of them give the same number for the same vector.
 
Shayan.J said:
But how does it imply that the two norms are equivalent?

I notice the current Wikipedia article https://en.wikipedia.org/wiki/Norm_(mathematics) simply defines "equivalent" to mean the existence of that bound.

To me, it would be nicer to define "equivalent" to mean something like "A sequence converges in one of the norms if and only if it converges in the other norm. It that an obvious consequence of the bound ?
 
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Shayan.J said:
I assume it means all of them give the same number for the same vector.
This cannot be since e.g. ##||(v_1,v_2)||_2 = \sqrt{v_1^2+v_2^2} \neq \max\{|v_1|,|v_2|\} = ||(v_1,v_2)||_\infty##.
It only means the two (four) relations above, i.e. it is qualitatively the same, not quantitatively.
 
Stephen Tashi said:
It that an obvious consequence of the bound ?
Yeah, It makes sense to me.
But isn't there a standard definition of equivalent norms?
fresh_42 said:
It only means the two (four) relations above, i.e. it is qualitative the same, not quantitative.
What do you mean by qualitatively the same?
 
Shayan.J said:
What do you mean by qualitatively the same?
What Stephen has said. Switching between equivalent norms doesn't change the general behavior of convergence, boundedness and so on, it only changes numbers: the quantity, not the quality.
 
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Stephen Tashi said:
I notice the current Wikipedia article https://en.wikipedia.org/wiki/Norm_(mathematics) simply defines "equivalent" to mean the existence of that bound.
Indeed. Two norms are equivalent if, by definition, the estimate given in the OP holds.

As you can easily show, this implies that for every ##x \in X## every open ##\rho##-ball centered at ##x## contains an open ##\|\cdot\|##-ball centered at ##x## and vice versa. Since these balls form bases for the norm topologies generated by ##\rho## and ##\|\cdot\|##, respectively, we conclude that the two norm topologies are identical.

In this sense equivalent norms are "qualitatively the same".
 

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