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20112026
most citedLearning to Optimize: Training Deep Neural Networks for Wireless Resource Management

895 citations · 5.3k across the 104 of their papers we have counts for

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Showing 2012Show all

11 papers · 1 filter

cs.IT2012★ 9 cited

Decomposition by Successive Convex Approximation: A Unifying Approach for Linear Transceiver Design in Heterogeneous Networks

Mingyi Hong, Qiang Li, Ya-Feng Liu

We study the downlink linear precoder design problem in a multi-cell dense heterogeneous network (HetNet). The problem is formulated as a general sum-utility maximization (SUM) pro…

math.OC2012★ 5 cited

A Unified Convergence Analysis of Block Successive Minimization Methods for Nonsmooth Optimization

Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo

The block coordinate descent (BCD) method is widely used for minimizing a continuous function f of several block variables. At each iteration of this method, a single block of vari…

cs.IT2012

Joint User Grouping and Linear Virtual Beamforming: Complexity, Algorithms and Approximation Bounds

Mingyi Hong, Zi Xu, Meisam Razaviyayn +1

In a wireless system with a large number of distributed nodes, the quality of communication can be greatly improved by pooling the nodes to perform joint transmission/reception. In…

cs.IT2012

Linear Transceiver Design for a MIMO Interfering Broadcast Channel Achieving Max-Min Fairness

Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo

We consider the problem of linear transceiver design to achieve max-min fairness in a downlink MIMO multicell network. This problem can be formulated as maximizing the minimum rate…

math.OC2012★ 156 cited

On the Linear Convergence of the Alternating Direction Method of Multipliers

Mingyi Hong, Zhi-Quan Luo

We analyze the convergence rate of the alternating direction method of multipliers (ADMM) for minimizing the sum of two or more nonsmooth convex separable functions subject to line…

cs.GT2012

An Adaptive Online Ad Auction Scoring Algorithm for Revenue Maximization

Chenyang Li, Mingyi Hong, Randy Cogill +1

Sponsored search becomes an easy platform to match potential consumers' intent with merchants' advertising. Advertisers express their willingness to pay for each keyword in terms o…