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Exercise 1408Topology › Topology of Mn(ℝ) › Norms and metric structureL3Added 7 Nov 2026

Induced operator norms make M_n(R) a Banach algebra

#Banach algebra#induced norm#equivalent norms

Statement

Let ∣⋅∣′|\cdot|' be any norm on Rn\mathbb{R}^n and define, for A∈Mn(R)A\in M_n(\mathbb{R}), ∥A∥′=sup⁡∣x∣′=1∣Ax∣′\|A\|'=\sup_{|x|'=1}|Ax|'. Show that:
1. ∥⋅∥′\|\cdot\|' is a norm on Mn(R)M_n(\mathbb{R}) which is submultiplicative, ∥AB∥′≤∥A∥′∥B∥′\|AB\|'\le\|A\|'\|B\|', and ∥I∥′=1\|I\|'=1;
2. (Mn(R),∥⋅∥′)(M_n(\mathbb{R}),\|\cdot\|') is complete, i.e. a Banach algebra;
3. ∥⋅∥′\|\cdot\|' is equivalent to the Euclidean operator norm ∥⋅∥\|\cdot\|.

Hint

For parts 1 and 2, repeat the arguments for the Euclidean case; use that all norms on Rn\mathbb{R}^n (and on MnM_n) are equivalent.

For part 3, compare ∣x∣′|x|' with ∣x∣|x| using constants c,Cc,C.

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Solution

Idea. The proofs for the Euclidean operator norm used only the definition as a supremum; they carry over verbatim. Equivalence of all norms in finite dimension gives finiteness and the comparison.

Step 0: finiteness. By equivalence of norms on Rn\mathbb{R}^n, there are 0<c≤C0<c\le C with c∣x∣≤∣x∣′≤C∣x∣c|x|\le|x|'\le C|x| for all xx. Then ∣Ax∣′≤C∣Ax∣≤C∥A∥∣x∣≤Cc∥A∥∣x∣′|Ax|'\le C|Ax|\le C\|A\||x|\le\frac Cc\|A\||x|', so ∥A∥′≤Cc∥A∥<∞\|A\|'\le\frac Cc\|A\|<\infty.

Step 1: norm axioms.
- Homogeneity and triangle inequality: the supremum of the seminorms A↦∣Ax∣′A\mapsto|Ax|' is a seminorm.
- Definiteness: if ∥A∥′=0\|A\|'=0 then Ax=0Ax=0 for all xx, so A=0A=0.
- ∥I∥′=sup⁡∣x∣′=1\|I\|'=\sup|x|'=1.
- Submultiplicativity: as for the Euclidean case, ∣ABx∣′≤∥A∥′∣Bx∣′≤∥A∥′∥B∥′∣x∣′|ABx|'\le\|A\|'|Bx|'\le\|A\|'\|B\|'|x|'.

Step 2: comparison and completeness. By Step 0, ∥A∥′≤Cc∥A∥\|A\|'\le\frac Cc\|A\|. Conversely, ∣Ax∣≤1c∣Ax∣′≤1c∥A∥′∣x∣′≤Cc∥A∥′∣x∣|Ax|\le\frac1c|Ax|'\le\frac1c\|A\|'|x|'\le\frac Cc\|A\|'|x|, so ∥A∥≤Cc∥A∥′\|A\|\le\frac Cc\|A\|'. This is part 3. Since ∥⋅∥′\|\cdot\|' is equivalent to ∥⋅∥\|\cdot\| and MnM_n is complete for ∥⋅∥\|\cdot\|, it is complete for ∥⋅∥′\|\cdot\|' (part 2).

Examples. ∥⋅∥1\|\cdot\|_1 (max column sum) and ∥⋅∥∞\|\cdot\|_\infty (max row sum) are induced by the ℓ1\ell^1 and ℓ∞\ell^\infty norms. The Frobenius norm is *not* an induced norm for n≥2n\ge2 since ∥I∥F=n≠1\|I\|_F=\sqrt n\ne1, though it is submultiplicative.

Remark. Part 3 says that every norm on Rn\mathbb{R}^n gives an operator norm equivalent to the Euclidean one. The same proof shows that in a Banach algebra the Neumann series and the openness of the group of invertible elements hold for any induced norm.