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Exercise 663Topology › Topology of Mn(ℝ) › Norms and metric structureL2Added 7 Nov 2026

The Frobenius norm is submultiplicative

#Frobenius norm#Cauchy-Schwarz#submultiplicativity

Statement

Show that ∥AB∥F≤∥A∥F∥B∥F\|AB\|_F\le\|A\|_F\|B\|_F for all A,B∈Mn(R)A,B\in M_n(\mathbb{R}).

Hint

Apply the Cauchy-Schwarz inequality to each entry of ABAB.

Think of (AB)ij(AB)_{ij} as a dot product of the ii-th row of AA with the jj-th column of BB.

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Solution

Idea. Every entry of ABAB is a dot product; Cauchy-Schwarz controls it by the lengths of the row and the column involved. Summing over all entries reassembles the Frobenius norms.

Step 1: one entry. Let rir_i be the ii-th row of AA and cjc_j the jj-th column of BB, both viewed in Rn\mathbb{R}^n. Then (AB)ij=∑kaikbkj=⟨ri,cj⟩(AB)_{ij}=\sum_ka_{ik}b_{kj}=\langle r_i,c_j\rangle, and by Cauchy-Schwarz
(AB)ij2≤∣ri∣2∣cj∣2.(AB)_{ij}^2\le|r_i|^2|c_j|^2.

Step 2: sum over i,ji,j.
∥AB∥F2≤∑i,j∣ri∣2∣cj∣2=(∑i∣ri∣2)(∑j∣cj∣2)=∥A∥F2∥B∥F2.\|AB\|_F^2\le\sum_{i,j}|r_i|^2|c_j|^2=\Big(\sum_i|r_i|^2\Big)\Big(\sum_j|c_j|^2\Big)=\|A\|_F^2\|B\|_F^2.
The two sums factor because ii and jj vary independently, and ∑i∣ri∣2=∑i,kaik2=∥A∥F2\sum_i|r_i|^2=\sum_{i,k}a_{ik}^2=\|A\|_F^2 (similarly for BB).

Conclusion. Taking square roots gives ∥AB∥F≤∥A∥F∥B∥F\|AB\|_F\le\|A\|_F\|B\|_F.

Remark. Together with completeness this makes (Mn(R),∥⋅∥F)(M_n(\mathbb{R}),\|\cdot\|_F) a Banach algebra. Compare with the max-entry norm, which is *not* submultiplicative (next problems). A useful corollary is ∥Ak∥F≤∥A∥Fk\|A^k\|_F\le\|A\|_F^k.