154 citations · 448 across the 14 of their papers we have counts for
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cs.IT2017★ 81 cited
Estimating Mixture Entropy with Pairwise Distances
Artemy Kolchinsky, Brendan D. Tracey
Mixture distributions arise in many parametric and non-parametric settings -- for example, in Gaussian mixture models and in non-parametric estimation. It is often necessary to com…
cs.IT2017★ 154 cited
Nonlinear Information Bottleneck
Artemy Kolchinsky, Brendan D. Tracey, David H. Wolpert
Information bottleneck (IB) is a technique for extracting information in one random variable that is relevant for predicting another random variable . IB works by encoding $…