34 citations · 35 across the 2 of their papers we have counts for
3 papers · 1 filter
Hybrid Wasserstein Distance and Fast Distribution Clustering
Isabella Verdinelli, Larry Wasserman
We define a modified Wasserstein distance for distribution clustering which inherits many of the properties of the Wasserstein distance but which can be estimated easily and comput…
Analysis of a Mode Clustering Diagram
Isabella Verdinelli, Larry Wasserman
Mode-based clustering methods define clusters to be the basins of attraction of the modes of a density estimate. The most common version is mean shift clus- tering which uses a gra…
Finding Singular Features
Christopher Genovese, Marco Perone-Pacifico, Isabella Verdinelli +1
We present a method for finding high density, low-dimensional structures in noisy point clouds. These structures are sets with zero Lebesgue measure with respect to the -dimensi…