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Showing 1 to 4 of 4 for “"Edge Caching"”.
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Delivery of 360° videos in edge caching assisted wireless cellular networks
… on mobile networks can be facilitated by caching popular content at edge servers, and delivering it from there to the users. However, existing edge caching schemes do not take full potential of the unequal popularity of different parts of a video, which renders them inefficient for caching …
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Towards Efficient and Robust Caching: Investigating Alternative Machine Learning Approaches for Edge Caching
This study introduces HR-Cache, a caching framework designed to enhance the efficiency of edge caching. The increasing complexity and variability of traffic classes at edge environments pose significant challenges for traditional caching methods, which often rely on simplistic metrics. HR-Cache …
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Link Game Theory and Machine Learning in Theories and Applications
… the matching game in the mobile social networks edge caching problem. Low data transmission latency is one of the top priorities in the system. We proposed a machine learning model with long short-term memory structure to determine the relevance of the data to the user. Based on the …
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ML-Based Optimization of Large-Scale Systems: Case Study in Smart Microgrids and 5G RAN
… joint radio and computation resource for mobile edge computing (MEC), joint radio and cache resource allocation for edge caching. Additionally, we further investigate how HRL can improve the energy efficiency (EE) of RIS-aided heterogeneous networks. The findings of this research highlight the …