Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287761027> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4287761027 abstract "Machine learning (ML) tasks are becoming ubiquitous in today's network applications. Federated learning has emerged recently as a technique for training ML models at the network edge by leveraging processing capabilities across the nodes that collect the data. There are several challenges with employing conventional federated learning in contemporary networks, due to the significant heterogeneity in compute and communication capabilities that exist across devices. To address this, we advocate a new learning paradigm called fog learning which will intelligently distribute ML model training across the continuum of nodes from edge devices to cloud servers. Fog learning enhances federated learning along three major dimensions: network, heterogeneity, and proximity. It considers a multi-layer hybrid learning framework consisting of heterogeneous devices with various proximities. It accounts for the topology structures of the local networks among the heterogeneous nodes at each network layer, orchestrating them for collaborative/cooperative learning through device-to-device (D2D) communications. This migrates from star network topologies used for parameter transfers in federated learning to more distributed topologies at scale. We discuss several open research directions to realizing fog learning." @default.
- W4287761027 created "2022-07-26" @default.
- W4287761027 creator A5020399355 @default.
- W4287761027 creator A5027155270 @default.
- W4287761027 creator A5052709754 @default.
- W4287761027 creator A5064822688 @default.
- W4287761027 creator A5074403000 @default.
- W4287761027 date "2020-06-07" @default.
- W4287761027 modified "2023-09-26" @default.
- W4287761027 title "From Federated to Fog Learning: Distributed Machine Learning over Heterogeneous Wireless Networks" @default.
- W4287761027 doi "https://doi.org/10.48550/arxiv.2006.03594" @default.
- W4287761027 hasPublicationYear "2020" @default.
- W4287761027 type Work @default.
- W4287761027 citedByCount "0" @default.
- W4287761027 crossrefType "posted-content" @default.
- W4287761027 hasAuthorship W4287761027A5020399355 @default.
- W4287761027 hasAuthorship W4287761027A5027155270 @default.
- W4287761027 hasAuthorship W4287761027A5052709754 @default.
- W4287761027 hasAuthorship W4287761027A5064822688 @default.
- W4287761027 hasAuthorship W4287761027A5074403000 @default.
- W4287761027 hasBestOaLocation W42877610271 @default.
- W4287761027 hasConcept C108037233 @default.
- W4287761027 hasConcept C111919701 @default.
- W4287761027 hasConcept C119857082 @default.
- W4287761027 hasConcept C120314980 @default.
- W4287761027 hasConcept C138236772 @default.
- W4287761027 hasConcept C154945302 @default.
- W4287761027 hasConcept C15744967 @default.
- W4287761027 hasConcept C158207573 @default.
- W4287761027 hasConcept C162307627 @default.
- W4287761027 hasConcept C178790620 @default.
- W4287761027 hasConcept C185592680 @default.
- W4287761027 hasConcept C19417346 @default.
- W4287761027 hasConcept C199845137 @default.
- W4287761027 hasConcept C2779227376 @default.
- W4287761027 hasConcept C2779582901 @default.
- W4287761027 hasConcept C2992525071 @default.
- W4287761027 hasConcept C31258907 @default.
- W4287761027 hasConcept C41008148 @default.
- W4287761027 hasConcept C555944384 @default.
- W4287761027 hasConcept C76155785 @default.
- W4287761027 hasConcept C79974875 @default.
- W4287761027 hasConcept C93996380 @default.
- W4287761027 hasConceptScore W4287761027C108037233 @default.
- W4287761027 hasConceptScore W4287761027C111919701 @default.
- W4287761027 hasConceptScore W4287761027C119857082 @default.
- W4287761027 hasConceptScore W4287761027C120314980 @default.
- W4287761027 hasConceptScore W4287761027C138236772 @default.
- W4287761027 hasConceptScore W4287761027C154945302 @default.
- W4287761027 hasConceptScore W4287761027C15744967 @default.
- W4287761027 hasConceptScore W4287761027C158207573 @default.
- W4287761027 hasConceptScore W4287761027C162307627 @default.
- W4287761027 hasConceptScore W4287761027C178790620 @default.
- W4287761027 hasConceptScore W4287761027C185592680 @default.
- W4287761027 hasConceptScore W4287761027C19417346 @default.
- W4287761027 hasConceptScore W4287761027C199845137 @default.
- W4287761027 hasConceptScore W4287761027C2779227376 @default.
- W4287761027 hasConceptScore W4287761027C2779582901 @default.
- W4287761027 hasConceptScore W4287761027C2992525071 @default.
- W4287761027 hasConceptScore W4287761027C31258907 @default.
- W4287761027 hasConceptScore W4287761027C41008148 @default.
- W4287761027 hasConceptScore W4287761027C555944384 @default.
- W4287761027 hasConceptScore W4287761027C76155785 @default.
- W4287761027 hasConceptScore W4287761027C79974875 @default.
- W4287761027 hasConceptScore W4287761027C93996380 @default.
- W4287761027 hasLocation W42877610271 @default.
- W4287761027 hasOpenAccess W4287761027 @default.
- W4287761027 hasPrimaryLocation W42877610271 @default.
- W4287761027 hasRelatedWork W10961682 @default.
- W4287761027 hasRelatedWork W11835814 @default.
- W4287761027 hasRelatedWork W12516433 @default.
- W4287761027 hasRelatedWork W6350172 @default.
- W4287761027 hasRelatedWork W8324335 @default.
- W4287761027 hasRelatedWork W8529056 @default.
- W4287761027 hasRelatedWork W9758604 @default.
- W4287761027 hasRelatedWork W986644 @default.
- W4287761027 hasRelatedWork W4550708 @default.
- W4287761027 hasRelatedWork W5564208 @default.
- W4287761027 isParatext "false" @default.
- W4287761027 isRetracted "false" @default.
- W4287761027 workType "article" @default.