V
Velin Kounev
Researcher at AT&T Labs
Publications - 2
Citations - 94
Velin Kounev is an academic researcher from AT&T Labs. The author has contributed to research in topics: Performance indicator & Cellular network. The author has an hindex of 2, co-authored 2 publications receiving 50 citations. Previous affiliations of Velin Kounev include AT&T.
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Journal ArticleDOI
Machine Learning at the Edge: A Data-Driven Architecture With Applications to 5G Cellular Networks
TL;DR: In this article, the authors propose an edge controller-based architecture for cellular networks and evaluate its performance with real data from hundreds of base stations of a major U.S. operator.
Journal ArticleDOI
Machine Learning at the Edge: A Data-Driven Architecture with Applications to 5G Cellular Networks
TL;DR: It is shown that the prediction accuracy improves when based on machine learning algorithms that rely on the controllers’ view and, consequently, on the spatial correlation introduced by the user mobility, with respect to when the prediction is based only on the local data of each single base station.