Alternating Minimization for Mixed Linear Regression

Constantine Caramanis , Sujay Sanghavi , Xinyang Yi
arXiv: Machine Learning

15
2013
Single Pass PCA of Matrix Products

Srinadh Bhojanapalli , Alexandros G. Dimakis , Sujay Sanghavi , Shanshan Wu
arXiv: Machine Learning

2016
Preference Completion: Large-scale Collaborative Ranking from Pairwise Comparisons

Joe Neeman , Inderjit S. Dhillon , Sujay Sanghavi , Dohyung Park
arXiv: Machine Learning

31
2015
Serving Content with Unknown Demand:the High-Dimensional Regime

Sanjay Shakkottai , Sujay Sanghavi , Javad Ghaderi , Sharayu Moharir
arXiv: Networking and Internet Architecture

3
2014
Convergence Rates of Active Learning for Maximum Likelihood Estimation

Sham Kakade , Praneeth Netrapalli , Sujay Sanghavi , Kamalika Chaudhuri
arXiv: Learning

1
2015
Robust PCA via Outlier Pursuit

Constantine Caramanis , Sujay Sanghavi , Huan Xu
arXiv: Learning

62
2010
Gossiping with Multiple Messages

Laurent Massoulie , Sujay Sanghavi , Bruce Hajek
arXiv: Networking and Internet Architecture

2006
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling

Daniel Holtmann-Rice , Alexandros G. Dimakis , Sujay Sanghavi , Felix X. Yu
arXiv: Machine Learning

3
2018
Non-convex Robust PCA

U N Niranjan , Animashree Anandkumar , Praneeth Netrapalli , Sujay Sanghavi
arXiv: Information Theory

61
2014
Learning the Dependence Graph of Time Series with Latent Factors

Sujay Sanghavi , Ali Jalali
arXiv: Learning

3
2011
Clustering Partially Observed Graphs via Convex Optimization

Sujay Sanghavi , Ali Jalali , Huan Xu , Yudong Chen
arXiv: Learning

48
2011
Greedy Learning of Markov Network Structure

Sanjay Shakkottai , Praneeth Netrapalli , Sujay Sanghavi , Siddhartha Banerjee
arXiv: Machine Learning

1
2012
Robust Matrix Completion with Corrupted Columns

Constantine Caramanis , Sujay Sanghavi , Huan Xu , Yudong Chen
arXiv: Machine Learning

16
2011
Low-rank Matrix Completion using Alternating Minimization

Praneeth Netrapalli , Sujay Sanghavi , Prateek Jain
arXiv: Machine Learning

28
2012
Online Collaborative-Filtering on Graphs

Sanjay Shakkottai , Sujay Sanghavi , Siddhartha Banerjee
arXiv: Learning

2014
Matrix completion with column manipulation: Near-optimal sample-robustness-rank tradeoffs

Constantine Caramanis , Sujay Sanghavi , Huan Xu , Yudong Chen
arXiv: Machine Learning

4
2011
Searching for a Single Community in a Graph

Sanjay Shakkottai , Sujay Sanghavi , Avik Ray
arXiv: Social and Information Networks

2018