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Exercise 1068Topology › Metric and normed spacesL1Added 3 Nov 2026

Equivalent norms

#equivalent norms#topology#finite dimension

Statement

Show that in finite-dimensional spaces, any two norms are equivalent.

Hint

Work in a basis; the closed unit ball of one norm is compact for the other.

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Solution

Setup. Let ∥⋅∥1,∥⋅∥2\|\cdot\|_1,\|\cdot\|_2 be two norms on Rn\mathbb{R}^n. By compactness of the unit sphere of ∥⋅∥1\|\cdot\|_1 (for ∥⋅∥2\|\cdot\|_2), the continuous function ∥⋅∥1/∥⋅∥2\|\cdot\|_1/\|\cdot\|_2 has a positive minimum mm and finite maximum MM.

Consequence. m∥x∥2≤∥x∥1≤M∥x∥2m\|x\|_2\le\|x\|_1\le M\|x\|_2.

Conclusion. In finite dimension, all norms are equivalent.

Note. Fails in infinite dimension (e.g. ∥⋅∥∞\|\cdot\|_\infty vs ∥⋅∥1\|\cdot\|_1 on C([0,1])C([0,1])).