Approximating $f$-Divergences with Rank Statistics

Viktor Stein, José Manuel de Frutos

We introduce a rank-statistic approximation of $f$-divergences that avoids explicit density-ratio estimation by working directly with the distribution of ranks. For a resolution pa…