Jiaxing Wei

UltraTWD: Optimizing Ultrametric Trees for Tree-Wasserstein Distance

The Wasserstein distance is a widely used metric for measuring differences between distributions, but its super-cubic time complexity introduces substantial computational burdens. To mitigate this, the tree-Wasserstein distance (TWD) offers a linear-time approximation by leveraging a tree structure;…