I found the following theorem in wikipedia. If matrices $A$ and $B$ are positive semi-definite of the same size then $trace(AB) \leq trace(A) trace(B)$.
I need a reference book having this theorem to which I can refer. I just want to use it. I appreciate if anybody can introduce a reference for this to me.
This inequality is proven, amongst numerous others, in
In particular, it is Lemma 2.3 in the article.