Deep Learning with Long Short-Term Memory for Time Series Prediction

Yuxiu Hua, Zhifeng Zhao, Rongpeng Li, +3

IEEE Communications Magazine

EngineeringMachine LearningSequential LearningRecurrent Neural NetworkSpeech Recognition +14

Intelligent 5G: When Cellular Networks Meet Artificial Intelligence

Rongpeng Li, Zhifeng Zhao, Xuan Zhou, +4

IEEE Wireless Communications

5G NetworksCellular NetworksMobile Data OffloadingEngineeringIntelligent Network +11

Deep Reinforcement Learning for Resource Management in Network Slicing

Rongpeng Li, Zhifeng Zhao, Qi Sun, +5

IEEE Access

EngineeringNetwork OperationDeep Reinforcement LearningNetwork SlicingEdge Computing +11

Network slicing as a service: enabling enterprises' own software-defined cellular networks

Xuan Zhou, Rongpeng Li, Tao Chen, +1

IEEE Communications Magazine

Core Network Architecture5G Network SlicingNetwork VirtualizationEngineeringNetwork Slicing +12

AI-Based Two-Stage Intrusion Detection for Software Defined IoT Networks

Jiaqi Li, Zhifeng Zhao, Rongpeng Li, +1

IEEE Internet of Things Journal

Network FlowsEngineeringDdos DetectionData ScienceIntrusion Detection System +12

GAN-Powered Deep Distributional Reinforcement Learning for Resource Management in Network Slicing

Yuxiu Hua, Rongpeng Li, Zhifeng Zhao, +2

IEEE Journal on Selected Areas in Communications

Artificial IntelligenceDynamic Spectrum Management5G Network SlicingEngineeringMachine Learning +11

On the limits of predictability in real-world radio spectrum state dynamics: from entropy theory to 5G spectrum sharing

Guoru Ding, Jinlong Wang, Qihui Wu, +4

IEEE Communications Magazine

The Learning and Prediction of Application-Level Traffic Data in Cellular Networks

Rongpeng Li, Zhifeng Zhao, Jianchao Zheng, +3

IEEE Transactions on Wireless Communications

The LSTM-Based Advantage Actor-Critic Learning for Resource Management in Network Slicing With User Mobility

Rongpeng Li, Chujie Wang, Zhifeng Zhao, +2

IEEE Communications Letters

Cross-layer OptimizationEngineeringMachine LearningDynamic Resource AllocationDistinct Requirements +16

Exploring Trajectory Prediction Through Machine Learning Methods

Chujie Wang, Lin Ma, Rongpeng Li, +2

IEEE Access

EngineeringMachine LearningData ScienceHuman Mobility PredictionTraffic Prediction +13