Rank-statistic method approximates -divergences without density-ratio estimation.
problem Approximating -divergences without explicit density-ratio estimation.
method Mapping distribution rank histograms to discrete -divergence and averaging over random projections.
result The rank-statistic estimator is a lower bound of the true -divergence and converges under mild conditions.