58 citations · 82 across the 18 of their papers we have counts for
4 papers · 1 filter
Scalable Nearest Neighbor Search for Optimal Transport
Arturs Backurs, Yihe Dong, Piotr Indyk +2
The Optimal Transport (a.k.a. Wasserstein) distance is an increasingly popular similarity measure for rich data domains, such as images or text documents. This raises the necessity…
Sample-Optimal Low-Rank Approximation of Distance Matrices
Piotr Indyk, Ali Vakilian, Tal Wagner +1
A distance matrix represents all pairwise distances, , between two point sets and in an arbit…
Scalable Fair Clustering
Arturs Backurs, Piotr Indyk, Krzysztof Onak +3
We study the fair variant of the classic -median problem introduced by Chierichetti et al. [2017]. In the standard -median problem, given an input pointset , the goal is t…
Learning Space Partitions for Nearest Neighbor Search
Yihe Dong, Piotr Indyk, Ilya Razenshteyn +1
Space partitions of underlie a vast and important class of fast nearest neighbor search (NNS) algorithms. Inspired by recent theoretical work on NNS for general metr…