24 citations · 24 across the 1 of their papers we have counts for
3 papers
eess.SP2021★ 24 cited
Meta-learning Based Beamforming Design for MISO Downlink
Jingyuan Xia, Gunduz Deniz
Downlink beamforming is an essential technology for wireless cellular networks; however, the design of beamforming vectors that maximize the weighted sum rate (WSR) is an NP-hard p…
cs.LG2020
Meta-learning based Alternating Minimization Algorithm for Non-convex Optimization
Jingyuan Xia, Shengxi Li, Jun-Jie Huang +2
In this paper, we propose a novel solution for non-convex problems of multiple variables, especially for those typically solved by an alternating minimization (AM) strategy that sp…
cs.CE2018
Dimension Reduction for Origin-Destination Flow Estimation: Blind Estimation Made Possible
Jingyuan Xia, Wei Dai, John Polak +1
This paper studies the problem of estimating origin-destination (OD) flows from link flows. As the number of link flows is typically much less than that of OD flows, the inverse pr…