Prove that the dual norm is in fact a norm

  • Thread starter Thread starter Dafe
  • Start date Start date
  • Tags Tags
    Dual Norm
Click For Summary
SUMMARY

The discussion centers on proving that the dual norm, defined as ||x||' = sup_{||y||=1}|y^*x|, is indeed a norm on the space \mathbb{C}^m. Key properties to establish include: (1) ||x||' = 0 if and only if x = 0, (2) ||\alpha x||' = |\alpha| ||x||', and (3) the triangle inequality ||x + z||' ≤ ||x||' + ||z||'. The Hölder inequality plays a crucial role in demonstrating these properties, particularly in addressing the triangle inequality.

PREREQUISITES
  • Understanding of norms in vector spaces, specifically in \mathbb{C}^m.
  • Familiarity with the definition and properties of dual norms.
  • Knowledge of the Hölder inequality and its applications.
  • Basic proficiency in linear algebra and complex vector spaces.
NEXT STEPS
  • Study the properties of dual norms in functional analysis.
  • Explore the applications of the Hölder inequality in various mathematical contexts.
  • Learn about different types of norms, including the supremum norm and their implications.
  • Investigate the relationship between norms and convergence in vector spaces.
USEFUL FOR

Mathematicians, students of functional analysis, and anyone interested in the properties of norms and dual spaces in linear algebra.

Dafe
Messages
144
Reaction score
0

Homework Statement


Let ||\cdot || denote any norm on \mathbb{C}^m. The corresponding dual norm ||\cdot ||' is defined by the formula ||x||^=sup_{||y||=1}|y^*x|.
Prove that ||\cdot ||' is a norm.

Homework Equations


I think the Hölder inequality is relevant: |x^*y|\leq ||x||_p ||y||_q, 1/p+1/q=1 with 1\leq p, q\leq\infty

The Attempt at a Solution


Since a norm is a function satisfying three properties, I need to show that they hold.

(1) ||x||'=0 if and only if x=0.
(2) ||\alpha x||'=|\alpha| ||x||^.
(3) ||x+z||'\leq ||x||^+||z||^.

I manage to do (1) and (2) just fine, but the triangle inequality (3) is giving me problems.

I use the Hölder inequality to get the following:

||x+z||'=sup_{||y||=1}|y^*(x+z)|\leq ||y|| ||x+z||=||x+z||

||x||'=sup_{||y||=1}|y^*x|\leq ||y|| ||x|| =||x||

||z||'=sup_{||y||=1}|y^*z|\leq ||y|| ||z|| =||z||

(1) ||x||'\leq ||x||
(2) ||z||'\leq ||z||
(3) ||x||'+||z||' \leq ||x||+||z||

I also know that
(4) ||x+z|| \leq ||x||+||z||

I am unable to show that ||x+z||\leq ||x||'+||z||' which I think I must if I am to prove the triangle inequality.

Any help is appreciated.
 
Physics news on Phys.org
||x+z||'=sup_{||y||=1} |y^*(x+z)| = sup_{||y||=1} | y^*x + y^*z | \leq sup_{||y||=1} | y^*x| + sup_{||y||=1} |y^*z | = ||x||' + ||z||'

The supremum-norm is a norm.
 
Last edited:
Ah, didn't think of it that way. Thank you very much.
 

Similar threads

  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 3 ·
Replies
3
Views
1K
Replies
2
Views
1K
Replies
2
Views
1K
Replies
1
Views
1K
Replies
11
Views
3K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K