Shiqiang Wang

Best Publications

• Adaptive Federated Learning in Resource Constrained Edge Computing Systems

  Shiqiang Wang;Tiffany Tuor;Theodoros Salonidis;Kin K. Leung

  2082
  Citations

• A Survey on Federated Learning for Resource-Constrained IoT Devices

  Ahmed Imteaj;Urmish Thakker;Shiqiang Wang;Jian Li

  652
  Citations

• When Edge Meets Learning: Adaptive Control for Resource-Constrained Distributed Machine Learning

  Shiqiang Wang;Tiffany Tuor;Theodoros Salonidis;Kin K. Leung

  557
  Citations

• Model Pruning Enables Efficient Federated Learning on Edge Devices.

  Unknown

  482
  Citations

• Dynamic service migration in mobile edge-clouds

  Shiqiang Wang;Rahul Urgaonkar;Murtaza Zafer;Ting He

  309
  Citations

• When Edge Meets Learning: Adaptive Control for Resource-Constrained Distributed Machine Learning

  Shiqiang Wang;Tiffany Tuor;Theodoros Salonidis;Kin K. Leung

  296
  Citations

• Dynamic service migration and workload scheduling in edge-clouds

  Rahul Urgaonkar;Shiqiang Wang;Ting He;Murtaza Zafer

  281
  Citations

• Service Placement and Request Scheduling for Data-Intensive Applications in Edge Clouds

  Vajiheh Farhadi;Fidan Mehmeti;Ting He;Thomas F. La Porta

  266
  Citations

• Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling

  Unknown

  254
  Citations

• Dynamic Service Migration in Mobile Edge Computing Based on Markov Decision Process

  Shiqiang Wang;Rahul Urgaonkar;Murtaza Zafer;Ting He

  246
  Citations

• It's Hard to Share: Joint Service Placement and Request Scheduling in Edge Clouds with Sharable and Non-Sharable Resources

  Ting He;Hana Khamfroush;Shiqiang Wang;Tom La Porta

  212
  Citations

• Online Placement of Multi-Component Applications in Edge Computing Environments

  Shiqiang Wang;Murtaza Zafer;Kin K. Leung

  210
  Citations

• Cost-Effective Federated Learning Design

  Bing Luo;Xiang Li;Shiqiang Wang;Jianwei Huang

  206
  Citations

• Adaptive Gradient Sparsification for Efficient Federated Learning: An Online Learning Approach

  Pengchao Han;Shiqiang Wang;Kin K. Leung

  177
  Citations

• Service Placement and Request Scheduling for Data-intensive Applications in Edge Clouds

  Vajiheh Farhadi;Fidan Mehmeti;Ting He;Tom La Porta

  166
  Citations

• Service Placement with Provable Guarantees in Heterogeneous Edge Computing Systems

  Stephen Pasteris;Shiqiang Wang;Mark Herbster;Ting He

  155
  Citations

• Mobility-Induced Service Migration in Mobile Micro-clouds

  Shiqiang Wang;Rahul Urgaonkar;Ting He;Murtaza Zafer

  137
  Citations

• Cost-Effective Federated Learning in Mobile Edge Networks

  Bing Luo;Xiang Li;Shiqiang Wang;Jianwei Huang

  101
  Citations

• Tailored Learning-Based Scheduling for Kubernetes-Oriented Edge-Cloud System

  Yiwen Han;Shihao Shen;Xiaofei Wang;Shiqiang Wang

  85
  Citations

• Adaptive Federated Learning in Resource Constrained Edge Computing Systems

  Shiqiang Wang;Tiffany Tuor;Theodoros Salonidis;Kin K. Leung

  70
  Citations