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papers

Publications (20)

math.OC2017

A Primer on Coordinate Descent Algorithms

Hao-Jun Michael Shi, Shenyinying Tu, Yangyang Xu +1

math.OC2017

First-order methods for constrained convex programming based on linearized augmented Lagrangian function

Yangyang Xu

stat.ML2015

Alternating direction method of multipliers for regularized multiclass support vector machines

Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty

math.OC2014

Sparse Bilinear Logistic Regression

Jianing V. Shi, Yangyang Xu, Richard G. Baraniuk

math.OC2018

Lower complexity bounds of first-order methods for convex-concave bilinear saddle-point problems

Yuyuan Ouyang, Yangyang Xu

math.OC2015

ADMM for the SDP relaxation of the QAP

Danilo Elias Oliveira, Henry Wolkowicz, Yangyang Xu

math.OC2015

A globally convergent algorithm for nonconvex optimization based on block coordinate update

Yangyang Xu, Wotao Yin

cs.LG2018

A Block Coordinate Ascent Algorithm for Mean-Variance Optimization

Bo Liu, Tengyang Xie, Yangyang Xu +4

math.OC2011

A variant of multitask n-vehicle exploration problem: maximizing every processor's average profit

Yangyang Xu, Jinchuan Cui

cs.LG2015

Global and Local Structure Preserving Sparse Subspace Learning: An Iterative Approach to Unsupervised Feature Selection

Nan Zhou, Yangyang Xu, Hong Cheng +2

cs.CV2018

Ensemble One-dimensional Convolution Neural Networks for Skeleton-based Action Recognition

Yangyang Xu, Lei Wang

math.NA2016

Fast algorithms for Higher-order Singular Value Decomposition from incomplete data

Yangyang Xu

math.OC2015

Block stochastic gradient iteration for convex and nonconvex optimization

Yangyang Xu, Wotao Yin

math.OC2019

Primal-dual stochastic gradient method for convex programs with many functional constraints

Yangyang Xu

math.OC2016

ARock: an Algorithmic Framework for Asynchronous Parallel Coordinate Updates

Zhimin Peng, Yangyang Xu, Ming Yan +1

cs.IT2013

Alternating proximal gradient method for nonnegative matrix factorization

Yangyang Xu

cs.IT2011

An Alternating Direction Algorithm for Matrix Completion with Nonnegative Factors

Yangyang Xu, Wotao Yin, Zaiwen Wen +1

cs.CV2014

A fast patch-dictionary method for whole image recovery

Yangyang Xu, Wotao Yin

math.OC2018

Markov Chain Block Coordinate Descent

Tao Sun, Yuejiao Sun, Yangyang Xu +1

stat.ML2015

Proximal gradient method for huberized support vector machine

Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty