339 citations · 2.5k across the 73 of their papers we have counts for
4 papers · 2 filters
Iteration Complexity Analysis of Block Coordinate Descent Methods
Mingyi Hong, Xiangfeng Wang, Meisam Razaviyayn +1
In this paper, we provide a unified iteration complexity analysis for a family of general block coordinate descent (BCD) methods, covering popular methods such as the block coordin…
Solving Multiple-Block Separable Convex Minimization Problems Using Two-Block Alternating Direction Method of Multipliers
Xiangfeng Wang, Mingyi Hong, Shiqian Ma +1
In this paper, we consider solving multiple-block separable convex minimization problems using alternating direction method of multipliers (ADMM). Motivated by the fact that the ex…
A Stochastic Successive Minimization Method for Nonsmooth Nonconvex Optimization with Applications to Transceiver Design in Wireless Communication Networks
Meisam Razaviyayn, Maziar Sanjabi, Zhi-Quan Luo
Consider the problem of minimizing the expected value of a cost function parameterized by a random variable. The classical sample average approximation (SAA) method for solving thi…
Semidefinite approximation for mixed binary quadratically constrained quadratic programs
Zi Xu, Mingyi Hong, Zhi-Quan Luo
Motivated by applications in wireless communications, this paper develops semidefinite programming (SDP) relaxation techniques for some mixed binary quadratically constrained quadr…