An Efficient Content Popularity Prediction of Privacy Preserving Based on Federated Learning and Wasserstein GAN
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3176360
Abstract: To relieve the high backhaul load and long transmission time caused by the huge mobile data traffic, caching devices are deployed at the edge of mobile networks. The key to efficient caching is to predict… read more here.
Keywords: federated learning; privacy; content popularity; model ... See more keywords
Content Placement Considering the Temporal and Spatial Attributes of Content Popularity in Cache-Enabled UAV Networks
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Wireless Communications Letters"
DOI: 10.1109/lwc.2021.3124943
Abstract: Unmanned aerial vehicles (UAVs) can provide low-cost connectivity to wireless devices in areas with no infrastructure coverage. In particular, the cache-enabled UAV network can meet the needs of Ground Terminals (GTs) by virtue of its… read more here.
Keywords: enabled uav; cache enabled; content popularity; temporal spatial ... See more keywords
Cocktail Edge Caching: Ride Dynamic Trends of Content Popularity With Ensemble Learning
Sign Up to like & getrecommendations! Published in 2023 at "IEEE/ACM Transactions on Networking"
DOI: 10.1109/tnet.2022.3193680
Abstract: Edge caching will play a critical role in facilitating the emerging content-rich applications. However, it faces many new challenges, in particular, the highly dynamic content popularity and the heterogeneous caching configurations. In this paper, we… read more here.
Keywords: ensemble learning; content popularity; edge; edge caching ... See more keywords
Learning-Based Hierarchical Edge Caching for Cloud-Aided Heterogeneous Networks
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2022.3206236
Abstract: Edge caching has emerged as a promising technique against latency caused by explosive growth of mobile data traffic through caching popular contents at the edge networks. However, the dynamically changing content popularity nature and limited… read more here.
Keywords: hierarchical edge; content popularity; learning based; edge ... See more keywords