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In this report, we derive a non-negative series expansion for theJensen-Shannon divergence (JSD) between two probability distributions. Thisseries expansion is shown to be useful for numerical calculations of the JSD,when the probability distributions are nearly equal, and for which,consequently, small numerical errors dominate evaluation.

A non-negative expansion for small Jensen-Shannon Divergences