List of works - Wotao Yin

A New Detail-Preserving Regularization Scheme

A multi-block alternating direction method with parallel splitting for decentralized consensus optimization

A new use of Douglas–Rachford splitting for identifying infeasible, unbounded, and pathological conic programs

A rapid and robust numerical algorithm for sensitivity encoding with sparsity constraints: self-feeding sparse SENSE.

scientific article

Accelerated high-resolution EEG source imaging

An Improved Analysis of (Variance-Reduced) Policy Gradient and Natural Policy Gradient Methods ⬇️

An Improved Analysis of Stochastic Gradient Descent with Momentum ⬇️

Asynchronous Coordinate Descent under More Realistic Assumptions ⬇️

scientific article published in January 2017

Background correction for cDNA microarray images using the TV+L1 model

scientific article published on 22 February 2005

Breaking the Span Assumption Yields Fast Finite-Sum Minimization ⬇️

Bregman Iterative Algorithms for $\ell_1$-Minimization with Applications to Compressed Sensing

scholarly article by Wotao Yin et al published January 2008 in SIAM journal on imaging sciences

Cauchy Noise Removal by Nonconvex ADMM with Convergence Guarantees

Denoising Prior Driven Deep Neural Network for Image Restoration

article

Efficient simultaneous image deconvolution and upsampling algorithm for low-resolution microwave sounder data

Extracting respiratory signals from thoracic cone beam CT projections.

scientific article published on 11 February 2013

LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning ⬇️

MR image reconstruction using deep learning: evaluation of network structure and loss functions

scientific article published on 01 September 2019

On Markov Chain Gradient Descent ⬇️

Parallel imaging and convolutional neural network combined fast MR image reconstruction: Applications in low-latency accelerated real-time imaging

scientific article published on 17 June 2019

Provably Efficient Exploration for Reinforcement Learning Using Unsupervised Learning ⬇️

scholarly article by Fei Feng et al published November 2020 in Advances in Neural Information Processing Systems 33

Robust and Sparse Linear Discriminant Analysis via an Alternating Direction Method of Multipliers

scientific article published on 09 May 2019

Scaled relative graphs: nonexpansive operators via 2D Euclidean geometry

scientific article published in 2021

Straggler Mitigation in Distributed Optimization Through Data Encoding ⬇️