R Gupta, T Alam - Wireless personal communications, 2022 - Springer
… This is a significant feature in the heterogeneity factor in the data distributionenvironment of different users. In this paper, the personal variant in FL is presented. The objective of the …
… and other nodes in IoT networks are either centralized or distributed. The centralized attack … It is because the nodes in our model are used for environmental monitoring. So, real time …
… to the mobile Internet over heterogeneousnetworks with high… enable future dynamic network environments. The importance of … provided by the US Federal Communication Commission (…
… Considering that the data distribution may differ across clients, we discuss statistical … adjust federated communication in heterogeneousnetworkenvironments is worth studying. …
… distributed computing framework capable of spanning space-air-ground, end-edge-cloud, and multi-data center environments, … This structure helps capture the heterogeneity among …
… trigger the degradation of a whole servicechain where this VNF is … Data comes from heterogeneous devices thus the VNFs … and orchestration of networkservices in distributed and …
… for non-iid FL environment and is constructed by … class distribution, with an average of \(n=226\) samples per client. For the resource-limited mobile devices, a lightweight neural network …
P Tam, S Math, S Kim - IEEE Transactions on Network Science …, 2022 - ieeexplore.ieee.org
… from heterogeneousInternet of Things (… environment. To allocate the resources and recommend optimal NFVeEC nodes for efficient edge updates among various critical model services…
P Zhang, Y Zhang, N Kumar… - … Internet of Things Journal, 2022 - ieeexplore.ieee.org
… scale complex networkenvironments. This paper proposes a … Federated Learning (FL) is a distributed machine learning … 1) We address the allocation of heterogeneousnetwork …