Structured Sparse Regression via Greedy Hard Thresholding, with Prateek Jain and Inderjit Dhillon, NIPS 2016
Temporal Regularized Matrix Factorization for High-dimensional Time Series Prediction, with Hsiang-Fu Yu and Inderjit Dhillon, NIPS 2016
Goal Directed Inductive Matrix Completion, with Si Si, Kai Yang Chiang, Cho-Jui Hsieh and Inderjit Dhillon, KDD 2016 (Oral Presentation)
On Learning High Dimensional Structured Single Index Models, with Ravi Ganti, Laura Balzano, Robert Nowak and Rebecca Willett, ICML workshop on Non Convex Optimization, 2016 (Oral Presentation)
Temporal Regularized Matrix Factorization: with Hsiang-Fu Yu and Inderjit Dhillon, NIPS Time Series Workshop, 2015 (Oral Presentation)
Collaborative Filtering With Graph Information: Consistency and Scalable Methods, with Hsiang-Fu Yu, Pradeep Ravikumar and Inderjit Dhillon, NIPS 2015 (Spotlight Presentation) [CODE]
Sparse and Low Rank Tensor Decomposition, with Parikshit Shah and Gongguo Tang, NIPS 2015
PU Matrix Completion with Graph Information with Nagarajan Natarajan and Inderjit Dhillon, IEEE CAMSAP, 2015
Classification with the Sparse Group Lasso, with Robert Nowak, Christopher Cox and Timothy Rogers, IEEE Transactions on Signal Processing, 2015 [CODE]
Forward-Backward Greedy Algorithms for Atomic Norm Regularization, with Parikshit Shah and Stephen Wright, IEEE Transactions on Signal Processing, 2015 [CODE]
Forward-Backward Greedy Algorithms for Signal Demixing, with Parikshit Shah and Stephen Wright, Asilomar Conference on Signals, Systems and Computers, 2014
Sparse Overlapping Sets Lasso for Multitask Learning and fMRI Data Analysis, with Christopher Cox, Robert Nowak and Timothy Rogers, NIPS 2013 (Spotlight Presentation)
Conditional Gradient with Enhancement and Truncation for Atomic Norm Regularization: Nikhil Rao, Parikshit Shah and Stephen Wright, NIPS workshop on Greedy Algorithms, 2013 (Oral Presentation)
A Greedy Forward Backward Method for Atomic Norm Constrained Minimization: Nikhil Rao, Parikshit Shah, Stephen Wright and Robert Nowak, IEEE ICASSP 2013
Adaptive Sensing with Structured Sparsity , with Gongguo Tang and Robert Nowak, IEEE ICASSP 2013 (Oral Presentation)
Knowledge Enhanced Measurements for Estimating Sparse Signals from Clutter, with Akshay Soni, Swayambhoo Jain, Jarvis Haupt and Robert Nowak, SPARS 2013
Adaptive Sensing on Markov Trees, with Gongguo Tang and Robert Nowak, SPARS 2013
Correlated Gaussian Designs for Compressive Imaging, with Robert Nowak, IEEE ICIP, 2012
Universal Measurement Bounds for Structured Sparse Signal Recovery , with Benjamin Recht and Robert Nowak, AISTATS 2012
A Clustering Approach to Optimize Online Dictionary Learning , with Fatih Porikli, IEEE ICASSP 2012
Convex Approaches for Group Sparse Signal Recovery in Compressed Sensing, with Rob Nowak and Steve Wright, SPARS 2011
Convex approaches to Model Wavelet Sparsity Patterns, with Robert Nowak, Stephen Wright and Nick Kingsbury, IEEE ICIP, 2011 (1st prize, Best Student Paper Award)
Using Machines to Improve Human Saliency Detection , with Joseph Harrison, Tyler Karrels, Robert Nowak and Timothy Rogers , Asilomar Conference on Signals, Systems and Computers, 2010 (Oral Presentation)
Temporal Regularized Matrix Factorization for High-dimensional Time Series Prediction, with Hsiang-Fu Yu and Inderjit Dhillon, NIPS 2016
Goal Directed Inductive Matrix Completion, with Si Si, Kai Yang Chiang, Cho-Jui Hsieh and Inderjit Dhillon, KDD 2016 (Oral Presentation)
On Learning High Dimensional Structured Single Index Models, with Ravi Ganti, Laura Balzano, Robert Nowak and Rebecca Willett, ICML workshop on Non Convex Optimization, 2016 (Oral Presentation)
Temporal Regularized Matrix Factorization: with Hsiang-Fu Yu and Inderjit Dhillon, NIPS Time Series Workshop, 2015 (Oral Presentation)
Collaborative Filtering With Graph Information: Consistency and Scalable Methods, with Hsiang-Fu Yu, Pradeep Ravikumar and Inderjit Dhillon, NIPS 2015 (Spotlight Presentation) [CODE]
Sparse and Low Rank Tensor Decomposition, with Parikshit Shah and Gongguo Tang, NIPS 2015
PU Matrix Completion with Graph Information with Nagarajan Natarajan and Inderjit Dhillon, IEEE CAMSAP, 2015
Classification with the Sparse Group Lasso, with Robert Nowak, Christopher Cox and Timothy Rogers, IEEE Transactions on Signal Processing, 2015 [CODE]
Forward-Backward Greedy Algorithms for Atomic Norm Regularization, with Parikshit Shah and Stephen Wright, IEEE Transactions on Signal Processing, 2015 [CODE]
Forward-Backward Greedy Algorithms for Signal Demixing, with Parikshit Shah and Stephen Wright, Asilomar Conference on Signals, Systems and Computers, 2014
Sparse Overlapping Sets Lasso for Multitask Learning and fMRI Data Analysis, with Christopher Cox, Robert Nowak and Timothy Rogers, NIPS 2013 (Spotlight Presentation)
Conditional Gradient with Enhancement and Truncation for Atomic Norm Regularization: Nikhil Rao, Parikshit Shah and Stephen Wright, NIPS workshop on Greedy Algorithms, 2013 (Oral Presentation)
A Greedy Forward Backward Method for Atomic Norm Constrained Minimization: Nikhil Rao, Parikshit Shah, Stephen Wright and Robert Nowak, IEEE ICASSP 2013
Adaptive Sensing with Structured Sparsity , with Gongguo Tang and Robert Nowak, IEEE ICASSP 2013 (Oral Presentation)
Knowledge Enhanced Measurements for Estimating Sparse Signals from Clutter, with Akshay Soni, Swayambhoo Jain, Jarvis Haupt and Robert Nowak, SPARS 2013
Adaptive Sensing on Markov Trees, with Gongguo Tang and Robert Nowak, SPARS 2013
Correlated Gaussian Designs for Compressive Imaging, with Robert Nowak, IEEE ICIP, 2012
Universal Measurement Bounds for Structured Sparse Signal Recovery , with Benjamin Recht and Robert Nowak, AISTATS 2012
A Clustering Approach to Optimize Online Dictionary Learning , with Fatih Porikli, IEEE ICASSP 2012
Convex Approaches for Group Sparse Signal Recovery in Compressed Sensing, with Rob Nowak and Steve Wright, SPARS 2011
Convex approaches to Model Wavelet Sparsity Patterns, with Robert Nowak, Stephen Wright and Nick Kingsbury, IEEE ICIP, 2011 (1st prize, Best Student Paper Award)
Using Machines to Improve Human Saliency Detection , with Joseph Harrison, Tyler Karrels, Robert Nowak and Timothy Rogers , Asilomar Conference on Signals, Systems and Computers, 2010 (Oral Presentation)