Math 2.0

statement theorem

Equivalence of norms in finite dimension

Statement

Let VV be a finite-dimensional vector space over R\mathbb{R} or C\mathbb{C}. Then any two norms on VV are equivalent.

Remarks

Proof idea: fix a basis and compare a norm ∥⋅∥\|\cdot\| with the sup norm ∥⋅∥∞\|\cdot\|_\infty of the coordinates. The triangle inequality gives ∥x∥≤C∥x∥∞\|x\| \le C \|x\|_\infty, so ∥⋅∥\|\cdot\| is continuous for ∥⋅∥∞\|\cdot\|_\infty. The unit sphere of ∥⋅∥∞\|\cdot\|_\infty is compact by the Heine–Borel theorem, so ∥⋅∥\|\cdot\| has a positive minimum cc on it, by the extreme value theorem. Thus there is only one norm topology on Rn\mathbb{R}^n, the Euclidean topology. The statement fails in infinite dimensions: each infinite-dimensional normed space has norms that are not equivalent.

Explanations

L1 human

In finite dimensions, it does not matter which norm you choose: all norms give the same convergent sequences and the same open sets.

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Sources

  1. Web https://en.wikipedia.org/wiki/Norm_(mathematics), Equivalence