 f-divergence

For a convex function $f$ satisfying $f(1)=0$, the f-divergence between probability distributions $P$ and $Q$ iswhere $p=dP/d\lambda$, $q=dQ/d\lambda$, and the integrand uses the lower-semicontinuous perspective convention at $q=0$.