Soft cache hits: Improving performance through recommendation and delivery of related content

P Sermpezis, T Giannakas… - IEEE Journal on …, 2018 - ieeexplore.ieee.org
Pushing popular content to small cells with local storage (“helper” nodes) has been
proposed to cope with the ever-growing data demand. Nevertheless, the collective storage …

Collaborative edge caching in context-aware device-to-device networks

X Zhao, P Yuan, S Tang - IEEE Transactions on Vehicular …, 2018 - ieeexplore.ieee.org
Caching content on the edge of a network can effectively localize traffic, reduce network
latency, and improve network throughput. In this paper, we propose a posteriori caching …

Show me the cache: Optimizing cache-friendly recommendations for sequential content access

T Giannakas, P Sermpezis… - 2018 IEEE 19th …, 2018 - ieeexplore.ieee.org
Caching has been successfully applied in wired networks, in the context of Content
Distribution Networks (CDNs), and is quickly gaining ground for wireless systems. Storing …

Grades: Gradient descent for similarity caching

A Sabnis, TS Salem, G Neglia, M Garetto… - IEEE/ACM …, 2022 - ieeexplore.ieee.org
A similarity cache can reply to a query for an object with similar objects stored locally. In
some applications of similarity caches, queries and objects are naturally represented as …

Network-aware recommendations in the wild: Methodology, realistic evaluations, experiments

S Kastanakis, P Sermpezis, V Kotronis… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Joint caching and recommendation has been recently proposed as a new paradigm for
increasing the efficiency of mobile edge caching. Early findings demonstrate significant …

Femto-caching with soft cache hits: Improving performance with related content recommendation

P Sermpezis, T Spyropoulos, L Vigneri… - … 2017-2017 IEEE …, 2017 - ieeexplore.ieee.org
Pushing popular content to cheap``helper''nodes (eg, small cells with local storage) during
off-peak hours has recently been proposed to cope with the increase in mobile data traffic. If …

Approximation guarantees for the joint optimization of caching and recommendation

M Costantini, T Spyropoulos… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Caching popular content at the network edge can benefit both the operator and the client by
alleviating the backhaul traffic and reducing access latency, respectively. Recommendation …

AÇAI: Ascent similarity caching with approximate indexes

TS Salem, G Neglia, D Carra - 2021 33th International …, 2021 - ieeexplore.ieee.org
Similarity search is a key operation in multimedia retrieval systems and recommender
systems, and it will play an important role also for future machine learning and augmented …

Shrinking VOD Traffic via Rényi-Entropic Optimal Transport

CJ Lo, MK Marina, N Sastry, K Xu, S Fadaei… - Proceedings of the ACM …, 2024 - dl.acm.org
In response to the exponential surge in Internet Video on Demand (VOD) traffic, numerous
research endeavors have concentrated on optimizing and enhancing infrastructure …

User-centric optimization of caching and recommendations in edge cache networks

D Tsigkari, T Spyropoulos - … Symposium on" A World of Wireless …, 2020 - ieeexplore.ieee.org
On streaming platforms such as Youtube and Netflix, recommendations influence a large
share of content consumption. In this context, use rexperience depends on both the quality …