CoPUP: Content popularity and user preferences aware content caching framework in mobile edge computing

M Yasir, SK uz Zaman, T Maqsood, F Rehman… - Cluster …, 2023 - Springer
Mobile edge computing (MEC) enables intelligent content caching at the network edge to
reduce traffic and enhance content delivery efficiency. In MEC architecture, popular content …

Route-based proactive content caching using self-attention in hierarchical federated learning

S Khanal, K Thar, EN Huh - IEEE Access, 2022 - ieeexplore.ieee.org
The sheer unpredictability of content popularity, diversified user preferences and demands,
and privacy concerns for data sharing all create hurdles to develop proactive content …

Collaborative Storage for Tiered Cloud and Edge: A Perspective of Optimizing Cost and Latency

M Liu, L Pan, S Liu - IEEE Transactions on Mobile Computing, 2024 - ieeexplore.ieee.org
Edge storage is emerging as a novel storage paradigm, which offers the advantage of low
latency and low cost, but has the disadvantage of limiting the scope of services to a certain …

Collaborative coalitions-based joint service caching and task offloading for edge networks

Z Wang, H Du - Theoretical Computer Science, 2023 - Elsevier
Mobile edge computing (MEC) is seen as a promising method of computation offloading.
Moving services from cloud servers to mobile edge nodes (MENs) can decrease service …

Content caching in mobile edge computing based on user location and preferences using cosine similarity and collaborative filtering

SK Zaman, T Maqsood, F Rehman, S Mustafa… - Electronics, 2023 - mdpi.com
High-speed internet has boosted clients' traffic needs. Content caching on mobile edge
computing (MEC) servers reduces traffic and latency. Caching with MEC faces difficulties …

PMP: A partition-match parallel mechanism for DNN inference acceleration in cloud–edge collaborative environments

Z Liao, X Zhang, S He, Q Tang - Journal of Network and Computer …, 2023 - Elsevier
To address the challenges of delay-sensitive deep learning tasks, Deep Neural Network
(DNN) models are often partitioned and deployed to the cloud–edge environment for …

Edge caching and computing of video chunks in multi-tier wireless networks

D Kim, DW Seo, M Choi - Journal of Network and Computer Applications, 2024 - Elsevier
This paper proposes a video caching and transcoding strategy for delay-constrained content
delivery in multi-tier wireless networks. Particularly for multimedia services whose content …

Content Caching Oriented Popularity Forecast and User Clustering

Y Wang, Q Chen, W Wang, T Nakachi… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Content popularity forecast is a key enabler toward the realization of proactive content
caching, contributing to significant reduction of content fetching delay. Different from most of …

Dynamic Clustering for Low-Delay Delivery of Video Content Cached in MEC Servers

A Doostmohammadi, MR Khayyambashi… - IEEE Systems …, 2023 - ieeexplore.ieee.org
For the purpose of video caching and low-delay video delivery to the end-users, multiaccess
edge computing (MEC) servers are commonly grouped into clusters to efficiently exploit the …

Deep learning approach for cost and storage optimization of video streaming in cloud environments

M Darwich, T Alghamdi… - 2023 IEEE 8th International …, 2023 - ieeexplore.ieee.org
As the demand for video streaming continues to rise, cloud computing has become a vital
infrastructure for delivering reliable and scalable services. However, cost management and …