228 citations · 726 across the 22 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
stat.ML2019★ 129 cited
Inference and Uncertainty Quantification for Noisy Matrix Completion
Yuxin Chen, Jianqing Fan, Cong Ma +1
Noisy matrix completion aims at estimating a low-rank matrix given only partial and corrupted entries. Despite substantial progress in designing efficient estimation algorithms, it…
stat.ML2019★ 41 cited
A Selective Overview of Deep Learning
Jianqing Fan, Cong Ma, Yiqiao Zhong
Deep learning has arguably achieved tremendous success in recent years. In simple words, deep learning uses the composition of many nonlinear functions to model the complex depende…
stat.ML2019★ 20 cited
Noisy Matrix Completion: Understanding Statistical Guarantees for Convex Relaxation via Nonconvex Optimization
Yuxin Chen, Yuejie Chi, Jianqing Fan +2
This paper studies noisy low-rank matrix completion: given partial and noisy entries of a large low-rank matrix, the goal is to estimate the underlying matrix faithfully and effici…