Publications (18)
Distance-Penalized Active Learning Using Quantile Search
John Lipor, Brandon Wong, Donald Scavia +2
High-Rank Matrix Completion and Subspace Clustering with Missing Data
Brian Eriksson, Laura Balzano, Robert Nowak
Deep Unsupervised Clustering Using Mixture of Autoencoders
Dejiao Zhang, Yifan Sun, Brian Eriksson +1
Asymptotic performance of PCA for high-dimensional heteroscedastic data
David Hong, Laura Balzano, Jeffrey A. Fessler
A Memory-efficient Algorithm for Large-scale Sparsity Regularized Image Reconstruction
Greg Ongie, Naveen Murthy, Laura Balzano +1
Real-Time Energy Disaggregation of a Distribution Feeder's Demand Using Online Learning
Gregory S. Ledva, Laura Balzano, Johanna L. Mathieu
Towards a Theoretical Analysis of PCA for Heteroscedastic Data
David Hong, Laura Balzano, Jeffrey A. Fessler
Online Algorithms for Factorization-Based Structure from Motion
Ryan Kennedy, Laura Balzano, Stephen J. Wright +1
Streaming PCA and Subspace Tracking: The Missing Data Case
Laura Balzano, Yuejie Chi, Yue M. Lu
Algebraic Variety Models for High-Rank Matrix Completion
Greg Ongie, Rebecca Willett, Robert D. Nowak +1
High-Dimensional Matched Subspace Detection When Data are Missing
Laura Balzano, Bejamin Recht, Robert Nowak
Leveraging Union of Subspace Structure to Improve Constrained Clustering
John Lipor, Laura Balzano
Streaming Principal Component Analysis From Incomplete Data
Armin Eftekhari, Gregory Ongie, Laura Balzano +1
What to Expect When You Are Expecting on the Grassmannian
Armin Eftekhari, Laura Balzano, Michael B. Wakin
Matrix Completion Under Monotonic Single Index Models
Ravi Ganti, Laura Balzano, Rebecca Willett
Rank Minimization over Finite Fields: Fundamental Limits and Coding-Theoretic Interpretations
Vincent Y. F. Tan, Laura Balzano, Stark C. Draper
On Learning High Dimensional Structured Single Index Models
Nikhil Rao, Ravi Ganti, Laura Balzano +2
Iterative Grassmannian Optimization for Robust Image Alignment
Jun He, Dejiao Zhang, Laura Balzano +1