Comparison of Distributions with Earth Mover’s Distance

Understanding EMD through theory and from-scratch calculation

Jarom Hulet
Towards Data Science
11 min readFeb 13, 2024

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Image from Pexels.com by Alfo Medeiros

After reading this article you’ll have an in-depth understanding of how the Earth Mover’s Distance (aka EMD or Wasserstein Distance) is calculated. From that knowledge, you’ll have a good idea of its benefits and drawbacks in various applications.

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