Lei Yang

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 52

Top Topics

Reinforcement Learning

Resource Allocation

Top Venues

IEEE Trans. Serv. Comput.

IEEE Internet Things J.

IEEE Trans. Parallel Distributed Syst.

Publications

Hongcai Lin, Lei Yang, Hao Guo, Jiannong Cao
Decentralized Task Offloading in Edge Computing: An Offline-to-Online Reinforcement Learning Approach. IEEE Trans. Computers 73 (6) (2024)
Hao-Rui Chen, Lei Yang, Xinglin Zhang, Jiaxing Shen, Jiannong Cao
Distributed Semi-Supervised Learning With Consensus Consistency on Edge Devices. IEEE Trans. Parallel Distributed Syst. 35 (2) (2024)
Zepeng Wang, Chao Ma, Linjiang Zhou, Libing Wu, Lei Yang, Xiaochuan Shi, Guojun Peng
CFD: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model. CoRR (2024)
Jingke Tu, Jiaming Huang, Lei Yang, Wanyu Lin
Personalized Federated Learning with Layer-Wise Feature Transformation via Meta-Learning. ACM Trans. Knowl. Discov. Data 18 (4) (2024)
Lei Yang, Yingqi Gan, Jinru Chen, Jiannong Cao
AutoSF: Adaptive Distributed Model Training in Dynamic Edge Computing. IEEE Trans. Mob. Comput. 23 (6) (2024)
Yuvraj Sahni, Jiannong Cao, Lei Yang, Shengwei Wang
Multi-Source Coflow Scheduling in Collaborative Edge Computing with Multihop Network. CoRR (2024)
Jiajun Yao, Lei Yang, Xiaohua Xu
Online Dependent Task Assignment in Preference Aware Spatial Crowdsourcing. IEEE Trans. Serv. Comput. 16 (4) (2023)
Lei Yang, Junzhong Jia, Hongcai Lin, Jiannong Cao
Reliable Dynamic Service Chain Scheduling in 5G Networks. IEEE Trans. Mob. Comput. 22 (8) (2023)
Lei Yang, Yingqi Gan, Jiannong Cao, Zhenyu Wang
Optimizing Aggregation Frequency for Hierarchical Model Training in Heterogeneous Edge Computing. IEEE Trans. Mob. Comput. 22 (7) (2023)
Jiajun Yao, Lei Yang, Zhenyu Wang, Xiaohua Xu
Non-Rejection Aware Online Task Assignment in Spatial Crowdsourcing. IEEE Trans. Serv. Comput. 16 (6) (2023)
Ziqi He, Lei Yang, Wanyu Lin, Weigang Wu
Improving Accuracy and Convergence in Group-Based Federated Learning on Non-IID Data. IEEE Trans. Netw. Sci. Eng. 10 (3) (2023)
Lei Yang, Jiaming Huang, Wanyu Lin, Jiannong Cao
Personalized Federated Learning on Non-IID Data via Group-based Meta-learning. ACM Trans. Knowl. Discov. Data 17 (4) (2023)
Jun Nie, Danyang Xiao, Lei Yang, Weigang Wu
FedCME: Client Matching and Classifier Exchanging to Handle Data Heterogeneity in Federated Learning. MSN (2023)
Mingjin Zhang, Jiannong Cao, Yuvraj Sahni, Qianyi Chen, Shan Jiang, Lei Yang
Blockchain-based Collaborative Edge Intelligence for Trustworthy and Real-Time Video Surveillance. IEEE Trans. Ind. Informatics 19 (2) (2023)
Jun Nie, Danyang Xiao, Lei Yang, Weigang Wu
FedCME: Client Matching and Classifier Exchanging to Handle Data Heterogeneity in Federated Learning. CoRR (2023)
Mingjin Zhang, Jiannong Cao, Lei Yang, Liang Zhang, Yuvraj Sahni, Shan Jiang
ENTS: An Edge-native Task Scheduling System for Collaborative Edge Computing. CoRR (2022)
Yichen Liu, Pan Zhou, Lei Yang, Yulei Wu, Zichuan Xu, Kai Liu, Xiumin Wang
Privacy-Preserving Context-Based Electric Vehicle Dispatching for Energy Scheduling in Microgrids: An Online Learning Approach. IEEE Trans. Emerg. Top. Comput. Intell. 6 (3) (2022)
Yuvraj Sahni, Jiannong Cao, Lei Yang, Shengwei Wang
Distributed resource scheduling in edge computing: Problems, solutions, and opportunities. Comput. Networks 219 (2022)
Lei Yang, Fulin Wen, Jiannong Cao, Zhenyu Wang
EdgeTB: A Hybrid Testbed for Distributed Machine Learning at the Edge With High Fidelity. IEEE Trans. Parallel Distributed Syst. 33 (10) (2022)
Lei Yang, Xi Yu, Jiannong Cao, Wengen Li, Yuqi Wang, Michal Szczecinski
A Novel Demand Dispatching Model for Autonomous On-Demand Services. IEEE Trans. Serv. Comput. 15 (1) (2022)
Yimin Shi, Haihan Duan, Lei Yang, Wei Cai
An Energy-efficient and Privacy-aware Decomposition Framework for Edge-assisted Federated Learning. ACM Trans. Sens. Networks 18 (4) (2022)
Yilun Cui, Lei Yang, Ruidong Li, Xiaohua Xu
Online Double Auction for Wireless Spectrum Allocation With General Conflict Graph. IEEE Trans. Veh. Technol. 71 (11) (2022)
Shaoshuai Ding, Lei Yang, Jiannong Cao, Wei Cai, Mingkui Tan, Zhenyu Wang
Partitioning Stateful Data Stream Applications in Dynamic Edge Cloud Environments. IEEE Trans. Serv. Comput. 15 (4) (2022)
Mingjin Zhang, Jiannong Cao, Lei Yang, Liang Zhang, Yuvraj Sahni, Shan Jiang
ENTS: An Edge-native Task Scheduling System for Collaborative Edge Computing. SEC (2022)
Lei Yang, Xi Yu, Jiannong Cao, Xuxun Liu, Pan Zhou
Exploring Deep Reinforcement Learning for Task Dispatching in Autonomous On-Demand Services. ACM Trans. Knowl. Discov. Data 15 (3) (2021)
Junzhong Jia, Lei Yang, Jiannong Cao
Reliability-aware Dynamic Service Chain Scheduling in 5G Networks based on Reinforcement Learning. INFOCOM (2021)
Lei Yang, Jiannong Cao, Zhenyu Wang, Weigang Wu
Network Aware Mobile Edge Computation Partitioning in Multi-User Environments. IEEE Trans. Serv. Comput. 14 (5) (2021)
Yuvraj Sahni, Jiannong Cao, Lei Yang, Yusheng Ji
Multi-Hop Multi-Task Partial Computation Offloading in Collaborative Edge Computing. IEEE Trans. Parallel Distributed Syst. 32 (5) (2021)
Lei Yang, Yanyan Lu, Jiannong Cao, Jiaming Huang, Mingjin Zhang
E-Tree Learning: A Novel Decentralized Model Learning Framework for Edge AI. IEEE Internet Things J. 8 (14) (2021)
Lei Yang, Bo Liu, Jiannong Cao, Yuvraj Sahni, Zhenyu Wang
Joint Computation Partitioning and Resource Allocation for Latency Sensitive Applications in Mobile Edge Clouds. IEEE Trans. Serv. Comput. 14 (5) (2021)
Yuvraj Sahni, Jiannong Cao, Lei Yang, Yusheng Ji
Multihop Offloading of Multiple DAG Tasks in Collaborative Edge Computing. IEEE Internet Things J. 8 (6) (2021)
Junpeng Liang, Lei Yang, Zhenyu Wang, Xuxun Liu, Weigang Wu
Coding based Distributed Data Shuffling for Low Communication Cost in Data Center Networks. MSN (2020)
Xuxun Liu, Anfeng Liu, Tie Qiu, Bin Dai, Tian Wang, Lei Yang
Restoring Connectivity of Damaged Sensor Networks for Long-Term Survival in Hostile Environments. IEEE Internet Things J. 7 (2) (2020)
Lei Yang, Yanyan Lu, Jiannong Cao, Jiaming Huang, Mingjin Zhang
E-Tree Learning: A Novel Decentralized Model Learning Framework for Edge AI. CoRR (2020)
Xuxun Liu, Tie Qiu, Bin Dai, Lei Yang, Anfeng Liu, Jiangtao Wang
Swarm-Intelligence-Based Rendezvous Selection via Edge Computing for Mobile Sensor Networks. IEEE Internet Things J. 7 (10) (2020)
Lei Yang, Lingling Zhang, Zongjian He, Jiannong Cao, Weigang Wu
Efficient Hybrid Data Dissemination for Edge-Assisted Automated Driving. IEEE Internet Things J. 7 (1) (2020)
Xuxun Liu, Tie Qiu, Xiaobo Zhou, Tian Wang, Lei Yang, Victor Chang
Latency-Aware Path Planning for Disconnected Sensor Networks With Mobile Sinks. IEEE Trans. Ind. Informatics 16 (1) (2020)
Lei Yang, Doudou Yang, Jiannong Cao, Yuvraj Sahni, Xiaohua Xu
QoS Guaranteed Resource Allocation for Live Virtual Machine Migration in Edge Clouds. IEEE Access 8 (2020)
Yuvraj Sahni, Jiannong Cao, Lei Yang
Data-Aware Task Allocation for Achieving Low Latency in Collaborative Edge Computing. IEEE Internet Things J. 6 (2) (2019)
Jin Cao, Lei Yang, Jiannong Cao
Revisiting Computation Partitioning in Future 5G-Based Edge Computing Environments. IEEE Internet Things J. 6 (2) (2019)
Rui Liu, Junbin Liang, Jiannong Cao, Kehuan Zhang, Wenyu Gao, Lei Yang, Ruiyun Yu
Understanding Mobile Users' Privacy Expectations: A Recommendation-Based Method Through Crowdsourcing. IEEE Trans. Serv. Comput. 12 (2) (2019)
Rui Liu, Jiannong Cao, Kehuan Zhang, Wenyu Gao, Junbin Liang, Lei Yang
When Privacy Meets Usability: Unobtrusive Privacy Permission Recommendation System for Mobile Apps Based on Crowdsourcing. IEEE Trans. Serv. Comput. 11 (5) (2018)
Yifan Zhang, Zhechao Li, Weigang Wu, Lei Yang
Fast VM Startup by Cooperative Image Caching for Cloud Data Centers. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI (2018)
Lei Yang, Xuxun Liu, Jiannong Cao, Zhenyu Wang
Joint Scheduling of Tasks and Network Flows in Big Data Clusters. IEEE Access 6 (2018)
Haohuang Wen, Lei Yang, Zhenyu Wang
ParGen: A Parallel Method for Partitioning Data Stream Applications in Mobile Edge Computing. IEEE Access 6 (2018)
Yuvraj Sahni, Jiannong Cao, Shigeng Zhang, Lei Yang
Edge Mesh: A New Paradigm to Enable Distributed Intelligence in Internet of Things. IEEE Access 5 (2017)
Weiqing Liu, Jiannong Cao, Lei Yang, Lin Xu, Xuanjia Qiu, Jing Li
AppBooster: Boosting the Performance of Interactive Mobile Applications with Computation Offloading and Parameter Tuning. IEEE Trans. Parallel Distributed Syst. 28 (6) (2017)
Lei Yang, Bo Liu, Jiannong Cao, Yuvraj Sahni, Zhenyu Wang
Joint Computation Partitioning and Resource Allocation for Latency Sensitive Applications in Mobile Edge Clouds. CLOUD (2017)
Lei Yang, Jiannong Cao, Zhenyu Wang, Weigang Wu
Network Aware Multi-User Computation Partitioning in Mobile Edge Clouds. ICPP (2017)
Lei Yang, Jiannong Cao
Application Repartitioning in the Cloud. Computer 50 (2) (2017)
Lei Yang, Jiannong Cao, Guanqing Liang, Xu Han
Cost Aware Service Placement and Load Dispatching in Mobile Cloud Systems. IEEE Trans. Computers 65 (5) (2016)
Lei Yang, Jiannong Cao, Shaojie Tang, Di Han, Neeraj Suri
Run Time Application Repartitioning in Dynamic Mobile Cloud Environments. IEEE Trans. Cloud Comput. 4 (3) (2016)
Lei Yang, Jiannong Cao, Weiping Zhu, Shaojie Tang
Accurate and Efficient Object Tracking Based on Passive RFID. IEEE Trans. Mob. Comput. 14 (11) (2015)
Lei Yang, Jiannong Cao, Hui Cheng, Yusheng Ji
Multi-User Computation Partitioning for Latency Sensitive Mobile Cloud Applications. IEEE Trans. Computers 64 (8) (2015)
Rui Liu, Jiannong Cao, Lei Yang
Smartphone Privacy in Mobile Computing: Issues, Methods and Systems. Inf. Media Technol. 10 (2) (2015)
Rui Liu, Jiannong Cao, Lei Yang, Kehuan Zhang
PriWe: Recommendation for Privacy Settings of Mobile Apps Based on Crowdsourced Users' Expectations. IEEE MS (2015)
Mike Jia, Jiannong Cao, Lei Yang
Heuristic offloading of concurrent tasks for computation-intensive applications in mobile cloud computing. INFOCOM Workshops (2014)
Weiping Zhu, Jiannong Cao, Yi Xu, Lei Yang, Junjun Kong
Fault-Tolerant RFID Reader Localization Based on Passive RFID Tags. IEEE Trans. Parallel Distributed Syst. 25 (8) (2014)
Di Han, Hai-Li Liang, Xian-Min Shen, Lei Yang
Subscriber dynamic characteristics-based wireless network accessing bandwidth prediction. Int. J. Mach. Learn. Cybern. 5 (6) (2014)
Lin Xu, Jiannong Cao, Yan Wang, Lei Yang, Jing Li
Bejo: Behavior Based Job Classification for Resource Consumption Prediction in the Cloud. CloudCom (2014)
Chao Ma, Jiannong Cao, Lei Yang, Jun Ma, Yanxiang He
Effective social relationship measurement based on user trajectory analysis. J. Ambient Intell. Humaniz. Comput. 5 (1) (2014)
Lei Yang, Jiannong Cao, Yin Yuan, Tao Li, Andy Han, Alvin T. S. Chan
A framework for partitioning and execution of data stream applications in mobile cloud computing. SIGMETRICS Perform. Evaluation Rev. 40 (4) (2013)
Lei Yang, Jiannong Cao, Shaojie Tang, Tao Li, Alvin T. S. Chan
A Framework for Partitioning and Execution of Data Stream Applications in Mobile Cloud Computing. IEEE CLOUD (2012)
Weiping Zhu, Jiannong Cao, Yi Xu, Lei Yang, Junjun Kong
Fault-tolerant RFID reader localization based on passive RFID tags. INFOCOM (2012)
Lei Yang, Jiannong Cao, Weiping Zhu, Shaojie Tang
A hybrid method for achieving high accuracy and efficiency in object tracking using passive RFID. PerCom (2012)