Matches in SemOpenAlex for { <https://semopenalex.org/work/W3121335503> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W3121335503 abstract "Beyond ground data sources, Unmanned Aerial Vehicles (UAVs) based service providers for data collection and AI model training, i.e., Drones-as-a-Service (DaaS), is increasingly popular in the Internet of Vehicles (IoV) applications in recent years. However, the stringent regulations governing data privacy potentially impedes data sharing across independently owned UAVs. To this end, we propose the adoption of a Federated Learning (FL) based approach to enable privacy-preserving collaborative Machine Learning for the development of IoV applications, e.g., for traffic prediction and car park occupancy management. Given the information asymmetry and incentive mismatches between the UAVs and model owner, we leverage on the self-revealing properties of a multi-dimensional contract to ensure truthful reporting of the UAV types, while accounting for the multiple sources of heterogeneity, e.g., in sensing and transmission costs. Then, we adopt the Gale-Shapley algorithm to match the lowest cost UAV to each subregion. The simulation results validate the incentive compatibility of our contract design and shows the efficiency of our matching." @default.
- W3121335503 created "2021-02-01" @default.
- W3121335503 creator A5005327587 @default.
- W3121335503 creator A5024965898 @default.
- W3121335503 creator A5027298172 @default.
- W3121335503 creator A5027969322 @default.
- W3121335503 creator A5039896971 @default.
- W3121335503 creator A5062761975 @default.
- W3121335503 creator A5079865276 @default.
- W3121335503 creator A5091266202 @default.
- W3121335503 date "2020-12-01" @default.
- W3121335503 modified "2023-09-24" @default.
- W3121335503 title "Multi-Dimensional Contract-Matching for Federated Learning in UAV-Enabled Internet of Vehicles" @default.
- W3121335503 cites W2883880986 @default.
- W3121335503 cites W2962804513 @default.
- W3121335503 cites W2964023906 @default.
- W3121335503 cites W3001989995 @default.
- W3121335503 cites W3015636663 @default.
- W3121335503 cites W3044274646 @default.
- W3121335503 cites W4230379331 @default.
- W3121335503 doi "https://doi.org/10.1109/globecom42002.2020.9322548" @default.
- W3121335503 hasPublicationYear "2020" @default.
- W3121335503 type Work @default.
- W3121335503 sameAs 3121335503 @default.
- W3121335503 citedByCount "2" @default.
- W3121335503 countsByYear W31213355032020 @default.
- W3121335503 countsByYear W31213355032023 @default.
- W3121335503 crossrefType "proceedings-article" @default.
- W3121335503 hasAuthorship W3121335503A5005327587 @default.
- W3121335503 hasAuthorship W3121335503A5024965898 @default.
- W3121335503 hasAuthorship W3121335503A5027298172 @default.
- W3121335503 hasAuthorship W3121335503A5027969322 @default.
- W3121335503 hasAuthorship W3121335503A5039896971 @default.
- W3121335503 hasAuthorship W3121335503A5062761975 @default.
- W3121335503 hasAuthorship W3121335503A5079865276 @default.
- W3121335503 hasAuthorship W3121335503A5091266202 @default.
- W3121335503 hasConcept C105795698 @default.
- W3121335503 hasConcept C110875604 @default.
- W3121335503 hasConcept C116537 @default.
- W3121335503 hasConcept C133425853 @default.
- W3121335503 hasConcept C136264566 @default.
- W3121335503 hasConcept C136764020 @default.
- W3121335503 hasConcept C153083717 @default.
- W3121335503 hasConcept C154945302 @default.
- W3121335503 hasConcept C162324750 @default.
- W3121335503 hasConcept C165064840 @default.
- W3121335503 hasConcept C175444787 @default.
- W3121335503 hasConcept C2780378061 @default.
- W3121335503 hasConcept C29122968 @default.
- W3121335503 hasConcept C33923547 @default.
- W3121335503 hasConcept C38652104 @default.
- W3121335503 hasConcept C41008148 @default.
- W3121335503 hasConcept C54355233 @default.
- W3121335503 hasConcept C59519942 @default.
- W3121335503 hasConcept C79301358 @default.
- W3121335503 hasConcept C86803240 @default.
- W3121335503 hasConcept C91810955 @default.
- W3121335503 hasConceptScore W3121335503C105795698 @default.
- W3121335503 hasConceptScore W3121335503C110875604 @default.
- W3121335503 hasConceptScore W3121335503C116537 @default.
- W3121335503 hasConceptScore W3121335503C133425853 @default.
- W3121335503 hasConceptScore W3121335503C136264566 @default.
- W3121335503 hasConceptScore W3121335503C136764020 @default.
- W3121335503 hasConceptScore W3121335503C153083717 @default.
- W3121335503 hasConceptScore W3121335503C154945302 @default.
- W3121335503 hasConceptScore W3121335503C162324750 @default.
- W3121335503 hasConceptScore W3121335503C165064840 @default.
- W3121335503 hasConceptScore W3121335503C175444787 @default.
- W3121335503 hasConceptScore W3121335503C2780378061 @default.
- W3121335503 hasConceptScore W3121335503C29122968 @default.
- W3121335503 hasConceptScore W3121335503C33923547 @default.
- W3121335503 hasConceptScore W3121335503C38652104 @default.
- W3121335503 hasConceptScore W3121335503C41008148 @default.
- W3121335503 hasConceptScore W3121335503C54355233 @default.
- W3121335503 hasConceptScore W3121335503C59519942 @default.
- W3121335503 hasConceptScore W3121335503C79301358 @default.
- W3121335503 hasConceptScore W3121335503C86803240 @default.
- W3121335503 hasConceptScore W3121335503C91810955 @default.
- W3121335503 hasFunder F4320307150 @default.
- W3121335503 hasFunder F4320311649 @default.
- W3121335503 hasFunder F4320320766 @default.
- W3121335503 hasFunder F4320333169 @default.
- W3121335503 hasLocation W31213355031 @default.
- W3121335503 hasOpenAccess W3121335503 @default.
- W3121335503 hasPrimaryLocation W31213355031 @default.
- W3121335503 hasRelatedWork W1861350009 @default.
- W3121335503 hasRelatedWork W2022231551 @default.
- W3121335503 hasRelatedWork W2151957203 @default.
- W3121335503 hasRelatedWork W2185739321 @default.
- W3121335503 hasRelatedWork W2206439203 @default.
- W3121335503 hasRelatedWork W2349058909 @default.
- W3121335503 hasRelatedWork W2373646743 @default.
- W3121335503 hasRelatedWork W2906007448 @default.
- W3121335503 hasRelatedWork W3123051964 @default.
- W3121335503 hasRelatedWork W3150880940 @default.
- W3121335503 isParatext "false" @default.
- W3121335503 isRetracted "false" @default.
- W3121335503 magId "3121335503" @default.
- W3121335503 workType "article" @default.