Publications (59)
Spectral Efficiency Optimization For Millimeter Wave Multi-User MIMO Systems
Qingjiang Shi, Mingyi Hong
Min Flow Rate Maximization for Software Defined Radio Access Networks
Wei-Cheng Liao, Mingyi Hong, Hamid Farmanbar +3
On the Global Convergence of Actor-Critic: A Case for Linear Quadratic Regulator with Ergodic Cost
Zhuoran Yang, Yongxin Chen, Mingyi Hong +1
Network Slicing for Service-Oriented Networks Under Resource Constraints
Nan Zhang, Ya-Feng Liu, Hamid Farmanbar +3
Distributed Linear Precoder Optimization and Base Station Selection for an Uplink Heterogeneous Network
Mingyi Hong, Zhi-Quan Luo
Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization
Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo +1
Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering
Bo Yang, Xiao Fu, Nicholas D. Sidiropoulos +1
Distributed Uplink Resource Allocation in Cognitive Radio Networks -- Part II: Equilibria and Algorithms for Joint Access Point Selection and Power Allocation
Mingyi Hong, Alfredo Garcia, Jorge Barrera
Distributed Uplink Resource Allocation in Cognitive Radio Networks -- Part I: Equilibria and Algorithms for Power Allocation
Mingyi Hong, Alfredo Garcia, Stephen Wilson
On the Global Convergence of Imitation Learning: A Case for Linear Quadratic Regulator
Qi Cai, Mingyi Hong, Yongxin Chen +1
Improved Iteration Complexity Bounds of Cyclic Block Coordinate Descent for Convex Problems
Ruoyu Sun, Mingyi Hong
Joint Base Station Clustering and Beamformer Design for Partial Coordinated Transmission in Heterogenous Networks
Mingyi Hong, Ruo-Yu Sun, Hadi Baligh +1
Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based Algorithms
Xiangyi Chen, Tiancong Chen, Haoran Sun +2
Sample Approximation-Based Deflation Approaches for Chance SINR Constrained Joint Power and Admission Control
Ya-Feng Liu, Mingyi Hong, Enbin Song
Signal Processing and Optimal Resource Allocation for the Interference Channel
Mingyi Hong, Zhi-Quan Luo
Averaged Iterative Water-Filling Algorithm: Robustness and Convergence
Mingyi Hong, Alfredo Garcia
SINR Constrained Beamforming for a MIMO Multi-user Downlink System
Qingjiang Shi, Meisam Razavayan, Mingyi Hong +1
Outage Constrained Robust Secure Transmission for MISO Wiretap Channels
Shuai Ma, Mingyi Hong, Enbin Song +2
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality
Songtao Lu, Mingyi Hong, Zhengdao Wang
Joint Downlink Base Station Association and Power Control for Max-Min Fairness: Computation and Complexity
Ruoyu Sun, Mingyi Hong, Zhi-Quan Luo
Structured SUMCOR Multiview Canonical Correlation Analysis for Large-Scale Data
Charilaos I. Kanatsoulis, Xiao Fu, Nicholas D. Sidiropoulos +1
Learning to Optimize: Training Deep Neural Networks for Wireless Resource Management
Haoran Sun, Xiangyi Chen, Qingjiang Shi +3
Joint Source-Relay Design for Full--Duplex MIMO AF Relay Systems
Qingjiang Shi, Mingyi Hong, Xiqi Gao +3
NESTT: A Nonconvex Primal-Dual Splitting Method for Distributed and Stochastic Optimization
Davood Hajinezhad, Mingyi Hong, Tuo Zhao +1
On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don't Worry About Its Nonsmooth Loss Function
Xingguo Li, Haoming Jiang, Jarvis Haupt +4
Mechanism Design for Base Station Association and Resource Allocation in Downlink OFDMA Network
Mingyi Hong, Alfredo Garcia
A Linearly Convergent Doubly Stochastic Gauss-Seidel Algorithm for Solving Linear Equations and A Certain Class of Over-Parameterized Optimization Problems
Meisam Razaviyayn, Mingyi Hong, Navid Reyhanian +1
SNAP: Finding Approximate Second-Order Stationary Solutions Efficiently for Non-convex Linearly Constrained Problems
Songtao Lu, Meisam Razaviyayn, Bo Yang +2
Alternating direction method of multipliers for penalized zero-variance discriminant analysis
Brendan P. W. Ames, Mingyi Hong
Multi-Agent Reinforcement Learning via Double Averaging Primal-Dual Optimization
Hoi-To Wai, Zhuoran Yang, Zhaoran Wang +1
Convergence Analysis of Alternating Direction Method of Multipliers for a Family of Nonconvex Problems
Mingyi Hong, Zhi-Quan Luo, Meisam Razaviyayn
Decomposition by Successive Convex Approximation: A Unifying Approach for Linear Transceiver Design in Heterogeneous Networks
Mingyi Hong, Qiang Li, Ya-Feng Liu
An Adaptive Online Ad Auction Scoring Algorithm for Revenue Maximization
Chenyang Li, Mingyi Hong, Randy Cogill +1
On Faster Convergence of Cyclic Block Coordinate Descent-type Methods for Strongly Convex Minimization
Xingguo Li, Tuo Zhao, Raman Arora +2
Gradient Primal-Dual Algorithm Converges to Second-Order Stationary Solutions for Nonconvex Distributed Optimization
Mingyi Hong, Jason D. Lee, Meisam Razaviyayn
Semidefinite Relaxation for Two Mixed Binary Quadratically Constrained Quadratic Programs: Algorithms and Approximation Bounds
Zi Xu, Mingyi Hong
A Study of Piecewise Linear-Quadratic Programs
Ying Cui, Tsung-Hui Chang, Mingyi Hong +1
Zeroth Order Nonconvex Multi-Agent Optimization over Networks
Davood Hajinezhad, Mingyi Hong, Alfredo Garcia
Stochastic Proximal Gradient Consensus Over Random Networks
Mingyi Hong, Tsung-Hui Chang
A Block Successive Upper Bound Minimization Method of Multipliers for Linearly Constrained Convex Optimization
Mingyi Hong, Tsung-Hui Chang, Xiangfeng Wang +3
Lower Bounds Optimization for Coordinated Linear Transmission Beamformer Design in Multicell Network Downlink
Mingyi Hong, Alfredo Garcia, J. Joaquin Escudero Garzas +1
A Unified Convergence Analysis of Block Successive Minimization Methods for Nonsmooth Optimization
Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo
Decomposing Linearly Constrained Nonconvex Problems by a Proximal Primal Dual Approach: Algorithms, Convergence, and Applications
Mingyi Hong
Joint User Grouping and Linear Virtual Beamforming: Complexity, Algorithms and Approximation Bounds
Mingyi Hong, Zi Xu, Meisam Razaviyayn +1
Penalty Dual Decomposition Method For Nonsmooth Nonconvex Optimization
Qingjiang Shi, Mingyi Hong, Xiao Fu +1
Quantized Consensus ADMM for Multi-Agent Distributed Optimization
Shengyu Zhu, Mingyi Hong, Biao Chen
Linear Transceiver Design for a MIMO Interfering Broadcast Channel Achieving Max-Min Fairness
Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo
Base Station Activation and Linear Transceiver Design for Optimal Resource Management in Heterogeneous Networks
Wei-Cheng Liao, Mingyi Hong, Ya-Feng Liu +1
On the Linear Convergence of the Alternating Direction Method of Multipliers
Mingyi Hong, Zhi-Quan Luo
On the Sublinear Convergence of Randomly Perturbed Alternating Gradient Descent to Second Order Stationary Solutions
Songtao Lu, Mingyi Hong, Zhengdao Wang
A Unified Algorithmic Framework for Block-Structured Optimization Involving Big Data
Mingyi Hong, Meisam Razaviyayn, Zhi-Quan Luo +1
Mirror-Prox SCA Algorithm for Multicast Beamforming and Antenna Selection
Mohamed S. Ibrahim, Aritra Konar, Mingyi Hong +1
Multiuser Video Streaming Rate Adaptation: A Physical Layer Resource-Aware Deep Reinforcement Learning Approach
Kexin Tang, Nuowen Kan, Junni Zou +3
On the Convergence of A Class of Adam-Type Algorithms for Non-Convex Optimization
Xiangyi Chen, Sijia Liu, Ruoyu Sun +1
Joint Distributed Access Point Selection and Power Allocation in Cognitive Radio Networks
Mingyi Hong, Alfredo Garcia, Jorge Alviar
Scalable and Flexible Multiview MAX-VAR Canonical Correlation Analysis
Xiao Fu, Kejun Huang, Mingyi Hong +2
Iteration Complexity Analysis of Block Coordinate Descent Methods
Mingyi Hong, Xiangfeng Wang, Meisam Razaviyayn +1
Joint Access Point Selection and Power Allocation for Uplink Wireless Networks
Mingyi Hong, Alfredo Garcia, Jorge Barrera +1
A Distributed, Asynchronous and Incremental Algorithm for Nonconvex Optimization: An ADMM Based Approach
Mingyi Hong