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Identifying Key Enablers in Edge Intelligence (Dagstuhl Seminar 21342)

Authors: Aaron Ding, Ella Peltonen, Sasu Tarkoma, and Lars Wolf

Published in: Dagstuhl Reports, Volume 11, Issue 7 (2021)

Abstract

Edge computing, a key part of the 5G networks and beyond, promises to decentralize cloud applications while providing more bandwidth and reducing latencies. The promises are delivered by moving application-specific computations between the cloud, the data-producing devices, and the network infrastructure components at the edges of wireless and fixed networks. However, the current AI/ML methods assume computations are conducted in a powerful computational infrastructure, such as a homogeneous cloud with ample computing and data storage resources available. In this seminar, we discussed and developed presumptions for a comprehensive view of AI methods and capabilities in the context of edge computing, and provided a roadmap to bring together enablers and key aspects for edge computing and applied AI/ML fields.

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Aaron Ding, Ella Peltonen, Sasu Tarkoma, and Lars Wolf. Identifying Key Enablers in Edge Intelligence (Dagstuhl Seminar 21342). In Dagstuhl Reports, Volume 11, Issue 7, pp. 76-88, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2021)

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@Article{ding_et_al:DagRep.11.7.76,
  author =	{Ding, Aaron and Peltonen, Ella and Tarkoma, Sasu and Wolf, Lars},
  title =	{{Identifying Key Enablers in Edge Intelligence (Dagstuhl Seminar 21342)}},
  pages =	{76--88},
  journal =	{Dagstuhl Reports},
  ISSN =	{2192-5283},
  year =	{2021},
  volume =	{11},
  number =	{7},
  editor =	{Ding, Aaron and Peltonen, Ella and Tarkoma, Sasu and Wolf, Lars},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/DagRep.11.7.76},
  URN =		{urn:nbn:de:0030-drops-155906},
  doi =		{10.4230/DagRep.11.7.76},
  annote =	{Keywords: artificial intelligence, communication networks, edge computing, intelligent networking}
}

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Identifying Key Enablers in Edge Intelligence (Dagstuhl Seminar 21342)

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