Show $\text{Tr}(AB) \leq \|A\|_F\|B\|_F$

inequalitytrace

Let $A,B$ be two $n \times n$ matrices. How to show $\text{Tr}(AB) \leq \|A\|_F\|B\|_F$.

My try:

Using Von Neumann trace inequality we have
$$
\text{Tr}(AB) \leq \sum_{i=1}^n \sigma_{A,i}\sigma_{B,i}
$$

where $\sigma$ is the singular value which are in order. I cannot go further.

Best Answer

Apply Cauchy-Schwarz: $$\sum_i \sigma_{A,i} \sigma_{B,i} \le \sqrt{\sum_i \sigma_{A,i}^2} \sqrt{\sum_i \sigma_{A,i}^2} = \|A\|_F \|B\|_F$$