better estimator...but why?

Instead of Monte Carlo integrating the Hellinger divergence directly, if I use the Phi-divergence form (modified to be symmetric), then both the convergence speed is faster and the power of the hypothesis test is faster...at least in the Poisson vs PTST case.

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Total variation (Phi-divergence)