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 for all .
Hint
Apply the Cauchy-Schwarz inequality to each entry of .
Think of as a dot product of the -th row of with the -th column of .
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Solution
Idea. Every entry of 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 be the -th row of and the -th column of , both viewed in . Then , and by Cauchy-Schwarz
Step 2: sum over .
The two sums factor because and vary independently, and (similarly for ).
Conclusion. Taking square roots gives .
Remark. Together with completeness this makes a Banach algebra. Compare with the max-entry norm, which is *not* submultiplicative (next problems). A useful corollary is .