FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313182496> ?p ?o ?g. }

• W4313182496 abstract "Federated learning (FL) is a paradigm where many clients collaboratively train a model under the coordination of a central server, while keeping the training data locally stored. However, heterogeneous data distributions over different clients remain a challenge to mainstream FL algorithms, which may cause slow convergence, overall performance degradation and unfairness of performance across clients. To address these problems, in this study we propose a reinforcement learning framework, called PG-FFL, which automatically learns a policy to assign aggregation weights to clients. Additionally, we propose to utilize Gini coefficient as the measure of fairness for FL. More importantly, we apply the Gini coefficient and validation accuracy of clients in each communication round to construct a reward function for the reinforcement learning. Our PG-FFL is also compatible to many existing FL algorithms. We conduct extensive experiments over diverse datasets to verify the effectiveness of our framework. The experimental results show that our framework can outperform baseline methods in terms of overall performance, fairness and convergence speed." @default.
• W4313182496 created "2023-01-06" @default.
• W4313182496 creator A5003389564 @default.
• W4313182496 creator A5016038454 @default.
• W4313182496 creator A5032913967 @default.
• W4313182496 creator A5053762007 @default.
• W4313182496 creator A5062646818 @default.
• W4313182496 creator A5078625868 @default.
• W4313182496 date "2022-07-18" @default.
• W4313182496 modified "2023-09-27" @default.
• W4313182496 title "A Fair Federated Learning Framework With Reinforcement Learning" @default.
• W4313182496 cites W2100960835 @default.
• W4313182496 cites W3047304572 @default.
• W4313182496 cites W3103802018 @default.
• W4313182496 cites W3134070916 @default.
• W4313182496 cites W3134843574 @default.
• W4313182496 cites W3154608090 @default.
• W4313182496 cites W3173537849 @default.
• W4313182496 cites W3182739741 @default.
• W4313182496 cites W3189615907 @default.
• W4313182496 cites W3190703008 @default.
• W4313182496 cites W3193066552 @default.
• W4313182496 cites W3196371845 @default.
• W4313182496 cites W3196405711 @default.
• W4313182496 doi "https://doi.org/10.1109/ijcnn55064.2022.9892211" @default.
• W4313182496 hasPublicationYear "2022" @default.
• W4313182496 type Work @default.
• W4313182496 citedByCount "1" @default.
• W4313182496 countsByYear W43131824962023 @default.
• W4313182496 crossrefType "proceedings-article" @default.
• W4313182496 hasAuthorship W4313182496A5003389564 @default.
• W4313182496 hasAuthorship W4313182496A5016038454 @default.
• W4313182496 hasAuthorship W4313182496A5032913967 @default.
• W4313182496 hasAuthorship W4313182496A5053762007 @default.
• W4313182496 hasAuthorship W4313182496A5062646818 @default.
• W4313182496 hasAuthorship W4313182496A5078625868 @default.
• W4313182496 hasBestOaLocation W43131824962 @default.
• W4313182496 hasConcept C111368507 @default.
• W4313182496 hasConcept C119857082 @default.
• W4313182496 hasConcept C12725497 @default.
• W4313182496 hasConcept C127313418 @default.
• W4313182496 hasConcept C13280743 @default.
• W4313182496 hasConcept C134306372 @default.
• W4313182496 hasConcept C14036430 @default.
• W4313182496 hasConcept C154945302 @default.
• W4313182496 hasConcept C162324750 @default.
• W4313182496 hasConcept C185798385 @default.
• W4313182496 hasConcept C205649164 @default.
• W4313182496 hasConcept C2777303404 @default.
• W4313182496 hasConcept C2779206190 @default.
• W4313182496 hasConcept C2780801425 @default.
• W4313182496 hasConcept C2992525071 @default.
• W4313182496 hasConcept C31258907 @default.
• W4313182496 hasConcept C33923547 @default.
• W4313182496 hasConcept C41008148 @default.
• W4313182496 hasConcept C45555294 @default.
• W4313182496 hasConcept C50522688 @default.
• W4313182496 hasConcept C513380476 @default.
• W4313182496 hasConcept C78458016 @default.
• W4313182496 hasConcept C86803240 @default.
• W4313182496 hasConcept C97541855 @default.
• W4313182496 hasConceptScore W4313182496C111368507 @default.
• W4313182496 hasConceptScore W4313182496C119857082 @default.
• W4313182496 hasConceptScore W4313182496C12725497 @default.
• W4313182496 hasConceptScore W4313182496C127313418 @default.
• W4313182496 hasConceptScore W4313182496C13280743 @default.
• W4313182496 hasConceptScore W4313182496C134306372 @default.
• W4313182496 hasConceptScore W4313182496C14036430 @default.
• W4313182496 hasConceptScore W4313182496C154945302 @default.
• W4313182496 hasConceptScore W4313182496C162324750 @default.
• W4313182496 hasConceptScore W4313182496C185798385 @default.
• W4313182496 hasConceptScore W4313182496C205649164 @default.
• W4313182496 hasConceptScore W4313182496C2777303404 @default.
• W4313182496 hasConceptScore W4313182496C2779206190 @default.
• W4313182496 hasConceptScore W4313182496C2780801425 @default.
• W4313182496 hasConceptScore W4313182496C2992525071 @default.
• W4313182496 hasConceptScore W4313182496C31258907 @default.
• W4313182496 hasConceptScore W4313182496C33923547 @default.
• W4313182496 hasConceptScore W4313182496C41008148 @default.
• W4313182496 hasConceptScore W4313182496C45555294 @default.
• W4313182496 hasConceptScore W4313182496C50522688 @default.
• W4313182496 hasConceptScore W4313182496C513380476 @default.
• W4313182496 hasConceptScore W4313182496C78458016 @default.
• W4313182496 hasConceptScore W4313182496C86803240 @default.
• W4313182496 hasConceptScore W4313182496C97541855 @default.
• W4313182496 hasLocation W43131824961 @default.
• W4313182496 hasLocation W43131824962 @default.
• W4313182496 hasOpenAccess W4313182496 @default.
• W4313182496 hasPrimaryLocation W43131824961 @default.
• W4313182496 hasRelatedWork W2151702863 @default.
• W4313182496 hasRelatedWork W2747402019 @default.
• W4313182496 hasRelatedWork W2913647591 @default.
• W4313182496 hasRelatedWork W3022038857 @default.
• W4313182496 hasRelatedWork W3095449511 @default.
• W4313182496 hasRelatedWork W3106517126 @default.
• W4313182496 hasRelatedWork W3141495010 @default.
• W4313182496 hasRelatedWork W4281626144 @default.
• W4313182496 hasRelatedWork W4286893825 @default.
• W4313182496 hasRelatedWork W4288635965 @default.
• W4313182496 isParatext "false" @default.

• next