Matches in SemOpenAlex for { <https://semopenalex.org/work/W4301606462> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4301606462 abstract "Federated Learning is a framework that jointly trains a model textit{with} complete knowledge on a remotely placed centralized server, but textit{without} the requirement of accessing the data stored in distributed machines. Some work assumes that the data generated from edge devices are identically and independently sampled from a common population distribution. However, such ideal sampling may not be realistic in many contexts. Also, models based on intrinsic agency, such as active sampling schemes, may lead to highly biased sampling. So an imminent question is how robust Federated Learning is to biased sampling? In this workfootnote{url{https://github.com/jiaqian/robustness_of_FL}}, we experimentally investigate two such scenarios. First, we study a centralized classifier aggregated from a collection of local classifiers trained with data having categorical heterogeneity. Second, we study a classifier aggregated from a collection of local classifiers trained by data through active sampling at the edge. We present evidence in both scenarios that Federated Learning is robust to data heterogeneity when local training iterations and communication frequency are appropriately chosen." @default.
- W4301606462 created "2022-10-05" @default.
- W4301606462 creator A5018292103 @default.
- W4301606462 creator A5018416804 @default.
- W4301606462 creator A5020604701 @default.
- W4301606462 creator A5024893234 @default.
- W4301606462 creator A5082046789 @default.
- W4301606462 date "2020-02-12" @default.
- W4301606462 modified "2023-10-16" @default.
- W4301606462 title "Robustness analytics to data heterogeneity in edge computing" @default.
- W4301606462 doi "https://doi.org/10.48550/arxiv.2002.05038" @default.
- W4301606462 hasPublicationYear "2020" @default.
- W4301606462 type Work @default.
- W4301606462 citedByCount "0" @default.
- W4301606462 crossrefType "posted-content" @default.
- W4301606462 hasAuthorship W4301606462A5018292103 @default.
- W4301606462 hasAuthorship W4301606462A5018416804 @default.
- W4301606462 hasAuthorship W4301606462A5020604701 @default.
- W4301606462 hasAuthorship W4301606462A5024893234 @default.
- W4301606462 hasAuthorship W4301606462A5082046789 @default.
- W4301606462 hasBestOaLocation W43016064621 @default.
- W4301606462 hasConcept C104317684 @default.
- W4301606462 hasConcept C105795698 @default.
- W4301606462 hasConcept C119857082 @default.
- W4301606462 hasConcept C122123141 @default.
- W4301606462 hasConcept C124101348 @default.
- W4301606462 hasConcept C129848803 @default.
- W4301606462 hasConcept C141513077 @default.
- W4301606462 hasConcept C154945302 @default.
- W4301606462 hasConcept C185592680 @default.
- W4301606462 hasConcept C2992525071 @default.
- W4301606462 hasConcept C33923547 @default.
- W4301606462 hasConcept C41008148 @default.
- W4301606462 hasConcept C5274069 @default.
- W4301606462 hasConcept C55493867 @default.
- W4301606462 hasConcept C63479239 @default.
- W4301606462 hasConcept C75917345 @default.
- W4301606462 hasConcept C79158427 @default.
- W4301606462 hasConcept C95623464 @default.
- W4301606462 hasConceptScore W4301606462C104317684 @default.
- W4301606462 hasConceptScore W4301606462C105795698 @default.
- W4301606462 hasConceptScore W4301606462C119857082 @default.
- W4301606462 hasConceptScore W4301606462C122123141 @default.
- W4301606462 hasConceptScore W4301606462C124101348 @default.
- W4301606462 hasConceptScore W4301606462C129848803 @default.
- W4301606462 hasConceptScore W4301606462C141513077 @default.
- W4301606462 hasConceptScore W4301606462C154945302 @default.
- W4301606462 hasConceptScore W4301606462C185592680 @default.
- W4301606462 hasConceptScore W4301606462C2992525071 @default.
- W4301606462 hasConceptScore W4301606462C33923547 @default.
- W4301606462 hasConceptScore W4301606462C41008148 @default.
- W4301606462 hasConceptScore W4301606462C5274069 @default.
- W4301606462 hasConceptScore W4301606462C55493867 @default.
- W4301606462 hasConceptScore W4301606462C63479239 @default.
- W4301606462 hasConceptScore W4301606462C75917345 @default.
- W4301606462 hasConceptScore W4301606462C79158427 @default.
- W4301606462 hasConceptScore W4301606462C95623464 @default.
- W4301606462 hasLocation W43016064621 @default.
- W4301606462 hasLocation W43016064622 @default.
- W4301606462 hasLocation W43016064623 @default.
- W4301606462 hasOpenAccess W4301606462 @default.
- W4301606462 hasPrimaryLocation W43016064621 @default.
- W4301606462 hasRelatedWork W2512018286 @default.
- W4301606462 hasRelatedWork W2556319748 @default.
- W4301606462 hasRelatedWork W2961085424 @default.
- W4301606462 hasRelatedWork W3158264953 @default.
- W4301606462 hasRelatedWork W3200179079 @default.
- W4301606462 hasRelatedWork W3212124726 @default.
- W4301606462 hasRelatedWork W4220812971 @default.
- W4301606462 hasRelatedWork W4249229055 @default.
- W4301606462 hasRelatedWork W4287812080 @default.
- W4301606462 hasRelatedWork W4310989423 @default.
- W4301606462 isParatext "false" @default.
- W4301606462 isRetracted "false" @default.
- W4301606462 workType "article" @default.