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From:
John D. Cook
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Why is Kullback-Leibler divergence not a distance?
https://www.johndcook.com/blog/2017/11/08/why-is-kullback-leibler-divergence-not-a-distance/
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The Kullback-Leibler divergence between two probability distributions is sometimes called a "distance," but it's not. Here's why.
