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What is the difference between KL-divergence, JS-divergence, Wasserstein distance and MMD?

Data Science Asked on August 15, 2021

I was reading about different distribution distances, and came across

  • Kullback-Leibler divergence
  • Jensen-Shannon divergence
  • Wasserstein distance
  • Maximum mean discrepancy (MMD)

The book was too abstract for me to absorb. What are the differences between them, actually?

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