3 papers
cs.NI2025
Hyper-parameter Optimization for Wireless Network Traffic Prediction Models with A Novel Meta-Learning Framework
Liangzhi Wang, Jie Zhang, Yuan Gao +5
This paper proposes a novel meta-learning based hyper-parameter optimization framework for wireless network traffic prediction (NTP) models. The primary objective is to accumulate…
cs.IT2025
Learning-Based Joint Antenna Selection and Precoding Design for Cell-Free MIMO Networks
Liangzhi Wang, Chen Chen, Jie Zhang +1
This paper considers a downlink cell-free multiple-input multiple-output (MIMO) network in which multiple multi-antenna access points (APs) serve multiple users via coherent joint…
cs.NI2024
Interpretable Nonroutine Network Traffic Prediction with a Case Study
Liangzhi Wang, Haoyuan Zhu, Jiliang Zhang +2
This paper pioneers a nonroutine network traffic prediction (NNTP) method to prospectively provide a theoretical basis for avoiding large-scale network disruption by accurately pre…