G Qu, N Cui, H Wu, R Li, Y Ding - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… federatedlearning in edge/cloudcomputingenvironments. 3) ChainFL can be deployed as a federatedlearning … devices to enable federatedlearning in edge computingenvironments. …
… extension of cloudcomputing. Edge computing combined with cloudcomputing has three … We analyzed the implementation of federatedlearning in an edge computingenvironment …
R Gupta, T Alam - Wireless personal communications, 2022 - Springer
… In such cases, the offloading of the data-sets in cloudcomputing to bring out the efficient Machine-learning solutions, but this would not show the feasibility because of privacy constraints…
C Zhang, Y Xie, H Bai, B Yu, W Li, Y Gao - Knowledge-Based Systems, 2021 - Elsevier
… research directions of federatedlearning. Finally, we summarize the characteristics of existing federatedlearning, and analyze the current practical application of federatedlearning. …
J Zhang, X Cheng, C Wang, Y Wang, Z Shi, J Jin… - World Wide Web, 2022 - Springer
… Federated Adaptive Training), to effectively cope with systems and statistical heterogeneity in mobile edge computingenvironment… number of local training iterations to clients to achieve …
Y Qi, X Wang, H Li, J Tian - arXiv preprint arXiv:2403.03165, 2024 - arxiv.org
… of federatedlearning leveraging edge computing, as embodied by our DPMN algorithm, presents a promising approach to improving recommendation systems within cloudcomputing …
Q Wang, Q Li, K Wang, H Wang, P Zeng - Computing, 2021 - Springer
… federatedlearning method to solve this problem. This method allows edge nodes to select part of the model from the cloud … efficiency of federatedlearning. Compared with the original …
… FederatedLearning (FL) is emerging as a promising technology to build machine learning models in a decentralized, privacy-preserving fashion. Indeed, FL enables local …
… machine learning. So far, we propose an architecture for federatedlearningservices … A federation of cognitive cloudservices for trusting data sources. In: Conference on Complex…