101 citations · 615 across the 44 of their papers we have counts for
3 papers · 1 filter
High-Rank Matrix Completion and Subspace Clustering with Missing Data
Brian Eriksson, Laura Balzano, Robert Nowak
This paper considers the problem of completing a matrix with many missing entries under the assumption that the columns of the matrix belong to a union of multiple low-rank subspac…
Online Robust Subspace Tracking from Partial Information
Jun He, Laura Balzano, John C. S. Lui
This paper presents GRASTA (Grassmannian Robust Adaptive Subspace Tracking Algorithm), an efficient and robust online algorithm for tracking subspaces from highly incomplete inform…
Rank Minimization over Finite Fields: Fundamental Limits and Coding-Theoretic Interpretations
Vincent Y. F. Tan, Laura Balzano, Stark C. Draper
This paper establishes information-theoretic limits in estimating a finite field low-rank matrix given random linear measurements of it. These linear measurements are obtained by t…