Histogram-based estimation for the divergence revisited
This work revisits and extends the problem of consistent divergence estimation using data-dependent partitions. For distributions defined on (ℝ<sup>d</sup>, β(ℝ<sup>d</sup>)), the main result characterizes sufficient conditions on a data-dependent partition scheme to get a strongly consistent histogram-based estimate of the divergence.