This is an exercise in the book Partial Differential Equations (2nd edition) by Evans:

Here $L^*(q)=\max_{y\in {\Bbb R}^n}\{q\cdot y-L(y)\}$ and $L$ is assumed to be such that it is convex and satisfies $$ \lim_{|y|\to\infty}\frac{L(y)}{|y|}=+\infty. $$
I played around with the formula for a while but I don't make any progress. I don't see how one could possibly come up with "$DH(Dg)$". I vaguely feel that since $L$ and $H$ are connected to each other by the definition and the first minimum is achieved for some $y$, one might get $DH(Dg)$ by calculating the critical point. Also, a quick search on Google returns the following possibly useful result

Could anyone give me a hand to see how I shall go on?