504 citations · 2k across the 109 of their papers we have counts for
3 papers · 2 filters
Multiscale Dictionary Learning for Estimating Conditional Distributions
Francesca Petralia, Joshua Vogelstein, David B. Dunson
Nonparametric estimation of the conditional distribution of a response given high-dimensional features is a challenging problem. It is important to allow not only the mean but also…
Robust Vertex Classification
Li Chen, Cencheng Shen, Joshua Vogelstein +1
For random graphs distributed according to stochastic blockmodels, a special case of latent position graphs, adjacency spectral embedding followed by appropriate vertex classificat…
Spectral Clustering for Divide-and-Conquer Graph Matching
Vince Lyzinski, Daniel L. Sussman, Donniell E. Fishkind +5
We present a parallelized bijective graph matching algorithm that leverages seeds and is designed to match very large graphs. Our algorithm combines spectral graph embedding with e…