Jensen-Shannon Divergence (JS Divergence)

THe JS divergence is a symmetrized and smooth version of the KL Divergence $D(P\parallel Q)$:

$\mathrm{JSD}(P\parallel Q)=\frac{1}{2}D(P\parallel M)+\frac{1}{2}D(Q\parallel M)$