Publications

http://arxiv.org/abs/1803.07658v2 [html;pdf]
Graph-based regularization for regression problems with highly-correlated designs

Yuan Li, Benjamin Mark, Garvesh Raskutti, Rebecca Willett
http://arxiv.org/abs/1804.10266v1 [html;pdf]
Tensor Methods for Nonlinear Matrix Completion

Greg Ongie, Laura Balzano, Daniel Pimentel-Alarcón, Rebecca Willett, Robert D. Nowak
http://arxiv.org/abs/1802.09511v1 [html;pdf]
Missing Data in Sparse Transition Matrix Estimation for Sub-Gaussian Vector Autoregressive Processes

Amin Jalali, Rebecca Willett
http://arxiv.org/abs/1802.04838v1 [html;pdf]
Network Estimation from Point Process Data

Benjamin Mark, Garvesh Raskutti, Rebecca Willett
http://arxiv.org/abs/1509.08892v2 [html;pdf]
A data-dependent weighted LASSO under Poisson noise

Xin Jiang, Patricia Reynaud-Bouret, Vincent Rivoirard, Laure Sansonnet, Rebecca Willett
http://arxiv.org/abs/1707.02461v2 [html;pdf]
Subspace Clustering with Missing and Corrupted Data

Zachary Charles, Amin Jalali, Rebecca Willett
http://arxiv.org/abs/1711.02545v1 [html;pdf]
Online Learning for Changing Environments using Coin Betting

Kwang-Sung Jun, Francesco Orabona, Stephen Wright, Rebecca Willett
http://arxiv.org/abs/1706.00136v3 [html;pdf]
Scalable Generalized Linear Bandits: Online Computation and Hashing

Kwang-Sung Jun, Aniruddha Bhargava, Robert Nowak, Rebecca Willett
http://arxiv.org/abs/1610.04578v3 [html;pdf]
Improved Strongly Adaptive Online Learning using Coin Betting

Kwang-Sung Jun, Francesco Orabona, Rebecca Willett, Stephen Wright
http://arxiv.org/abs/1703.09631v1 [html;pdf]
Algebraic Variety Models for High-Rank Matrix Completion

Greg Ongie, Rebecca Willett, Robert D. Nowak, Laura Balzano
http://arxiv.org/abs/1702.06555v1 [html;pdf]
Asymmetric Expansion of the Youngest Galactic Supernova Remnant G1.9+0.3

K. J. Borkowski, P. Gwynne, S. P. Reynolds, D. A. Green, U. Hwang, R. Petre, R. Willett
http://arxiv.org/abs/1603.03980v2 [html;pdf]
On Learning High Dimensional Structured Single Index Models

Nikhil Rao, Ravi Ganti, Laura Balzano, Rebecca Willett, Robert Nowak
http://arxiv.org/abs/1609.03544v1 [html;pdf]
Online Data Thinning via Multi-Subspace Tracking

Xin Jiang, Rebecca Willett
http://arxiv.org/abs/1409.0031v3 [html;pdf]
Tracking Dynamic Point Processes on Networks

Eric C. Hall, Rebecca M. Willett

Journal ref: IEEE Transaction on Information Theory, Vol. 62, No. 7, 2016
http://arxiv.org/abs/1603.02075v3 [html;pdf]
A New Approach to Inverting Backscatter and Extinction from Photon-Limited Lidar Observations

Willem J. Marais, Robert E. Holz, Yu Hen Hu, Ralph E. Kuehn, Edwin E. Eloranta, Rebecca M. Willett
http://arxiv.org/abs/1307.5944v3 [html;pdf]
Online Optimization in Dynamic Environments

Eric C. Hall, Rebecca M. Willett
http://arxiv.org/abs/1512.08787v1 [html;pdf]
Matrix Completion Under Monotonic Single Index Models

Ravi Ganti, Laura Balzano, Rebecca Willett
http://arxiv.org/abs/1310.7300v2 [html;pdf]
Relax but stay in control: from value to algorithms for online Markov decision processes

Peng Guan, Maxim Raginsky, Rebecca Willett
http://arxiv.org/abs/1508.02971v1 [html;pdf]
Regularized Non-Gaussian Image Denoising

Albert Oh, Rebecca Willett
http://arxiv.org/abs/1503.08348v1 [html;pdf]
Sparse Linear Regression With Missing Data

Ravi Ganti, Rebecca M. Willett
http://arxiv.org/abs/1409.5530v1 [html;pdf]
PMU based Detection of Imbalance in Three-Phase Power Systems

Tirza Routtenberg, Yao Xie, Rebecca M. Willett, Lang Tong
http://arxiv.org/abs/1406.2287v3 [html;pdf]
Nonuniform Expansion of the Youngest Galactic Supernova Remnant G1.9+0.3

K. J. Borkowski, S. P. Reynolds, D. A. Green, U. Hwang, R. Petre, K. Krishnamurthy, R. Willett
http://arxiv.org/abs/1406.5231v2 [html;pdf]
Reducing Basis Mismatch in Harmonic Signal Recovery via Alternating Convex Search

Jonathan M. Nichols, Albert K. Oh, Rebecca M. Willett
http://arxiv.org/abs/1403.6532v1 [html;pdf]
Minimax Optimal Rates for Poisson Inverse Problems with Physical Constraints

Xin Jiang, Garvesh Raskutti, Rebecca Willett
http://arxiv.org/abs/1306.6281v1 [html;pdf]
Compressive Coded Aperture Keyed Exposure Imaging with Optical Flow Reconstruction

Zachary T. Harmany, Roummel F. Marcia, Rebecca M. Willett