Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386755536> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4386755536 abstract "Privacy-preserving vector mean estimation is a crucial primitive in federated analytics. Existing practices usually resort to Local Differentiated Privacy (LDP) mechanisms that inject random noise into users' vectors when communicating with users and the central server. Due to the privacy-utility trade-off, the privacy budget has been widely recognized as the bottleneck resource that requires well-provisioning. In this paper, we explore the possibility of privacy budget recycling and propose a novel Chained-DP framework enabling users to carry out data aggregation sequentially to recycle the privacy budget. We establish a sequential game to model the user interactions in our framework. We theoretically show the mathematical nature of the sequential game, solve its Nash Equilibrium, and design an incentive mechanism with provable economic properties. We further derive a differentially privacy-guaranteed protocol to alleviate potential privacy collusion attacks to avoid holistic exposure. Our numerical simulation validates the effectiveness of Chained-DP, showing that it can significantly save privacy budget and lower estimation error compared to the traditional LDP mechanism." @default.
- W4386755536 created "2023-09-15" @default.
- W4386755536 creator A5055161955 @default.
- W4386755536 creator A5062346297 @default.
- W4386755536 creator A5092874830 @default.
- W4386755536 date "2023-09-12" @default.
- W4386755536 modified "2023-10-16" @default.
- W4386755536 title "Chained-DP: Can We Recycle Privacy Budget?" @default.
- W4386755536 doi "https://doi.org/10.48550/arxiv.2309.07075" @default.
- W4386755536 hasPublicationYear "2023" @default.
- W4386755536 type Work @default.
- W4386755536 citedByCount "0" @default.
- W4386755536 crossrefType "posted-content" @default.
- W4386755536 hasAuthorship W4386755536A5055161955 @default.
- W4386755536 hasAuthorship W4386755536A5062346297 @default.
- W4386755536 hasAuthorship W4386755536A5092874830 @default.
- W4386755536 hasBestOaLocation W43867555361 @default.
- W4386755536 hasConcept C11413529 @default.
- W4386755536 hasConcept C123201435 @default.
- W4386755536 hasConcept C126255220 @default.
- W4386755536 hasConcept C142724271 @default.
- W4386755536 hasConcept C144133560 @default.
- W4386755536 hasConcept C149635348 @default.
- W4386755536 hasConcept C162324750 @default.
- W4386755536 hasConcept C172191483 @default.
- W4386755536 hasConcept C175444787 @default.
- W4386755536 hasConcept C177142836 @default.
- W4386755536 hasConcept C204787440 @default.
- W4386755536 hasConcept C23130292 @default.
- W4386755536 hasConcept C2780385302 @default.
- W4386755536 hasConcept C2780513914 @default.
- W4386755536 hasConcept C2781198186 @default.
- W4386755536 hasConcept C29122968 @default.
- W4386755536 hasConcept C31258907 @default.
- W4386755536 hasConcept C33923547 @default.
- W4386755536 hasConcept C38652104 @default.
- W4386755536 hasConcept C40700 @default.
- W4386755536 hasConcept C41008148 @default.
- W4386755536 hasConcept C46814582 @default.
- W4386755536 hasConcept C71924100 @default.
- W4386755536 hasConceptScore W4386755536C11413529 @default.
- W4386755536 hasConceptScore W4386755536C123201435 @default.
- W4386755536 hasConceptScore W4386755536C126255220 @default.
- W4386755536 hasConceptScore W4386755536C142724271 @default.
- W4386755536 hasConceptScore W4386755536C144133560 @default.
- W4386755536 hasConceptScore W4386755536C149635348 @default.
- W4386755536 hasConceptScore W4386755536C162324750 @default.
- W4386755536 hasConceptScore W4386755536C172191483 @default.
- W4386755536 hasConceptScore W4386755536C175444787 @default.
- W4386755536 hasConceptScore W4386755536C177142836 @default.
- W4386755536 hasConceptScore W4386755536C204787440 @default.
- W4386755536 hasConceptScore W4386755536C23130292 @default.
- W4386755536 hasConceptScore W4386755536C2780385302 @default.
- W4386755536 hasConceptScore W4386755536C2780513914 @default.
- W4386755536 hasConceptScore W4386755536C2781198186 @default.
- W4386755536 hasConceptScore W4386755536C29122968 @default.
- W4386755536 hasConceptScore W4386755536C31258907 @default.
- W4386755536 hasConceptScore W4386755536C33923547 @default.
- W4386755536 hasConceptScore W4386755536C38652104 @default.
- W4386755536 hasConceptScore W4386755536C40700 @default.
- W4386755536 hasConceptScore W4386755536C41008148 @default.
- W4386755536 hasConceptScore W4386755536C46814582 @default.
- W4386755536 hasConceptScore W4386755536C71924100 @default.
- W4386755536 hasLocation W43867555361 @default.
- W4386755536 hasOpenAccess W4386755536 @default.
- W4386755536 hasPrimaryLocation W43867555361 @default.
- W4386755536 hasRelatedWork W1563487782 @default.
- W4386755536 hasRelatedWork W1999087491 @default.
- W4386755536 hasRelatedWork W2033382450 @default.
- W4386755536 hasRelatedWork W2078708095 @default.
- W4386755536 hasRelatedWork W2081512696 @default.
- W4386755536 hasRelatedWork W2082324473 @default.
- W4386755536 hasRelatedWork W2121194982 @default.
- W4386755536 hasRelatedWork W2373194866 @default.
- W4386755536 hasRelatedWork W2553172991 @default.
- W4386755536 hasRelatedWork W2769467947 @default.
- W4386755536 isParatext "false" @default.
- W4386755536 isRetracted "false" @default.
- W4386755536 workType "article" @default.