Matches in SemOpenAlex for { <https://semopenalex.org/work/W3171241426> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W3171241426 endingPage "467" @default.
- W3171241426 startingPage "457" @default.
- W3171241426 abstract "We propose, implement, and evaluate a new algorithm for releasing answers to very large numbers of statistical queries like $k$-way marginals, subject to differential privacy. Our algorithm makes adaptive use of a continuous relaxation of the Projection Mechanism, which answers queries on the private dataset using simple perturbation, and then attempts to find the synthetic dataset that most closely matches the noisy answers. We use a continuous relaxation of the synthetic dataset domain which makes the projection loss differentiable, and allows us to use efficient ML optimization techniques and tooling. Rather than answering all queries up front, we make judicious use of our privacy budget by iteratively and adaptively finding queries for which our (relaxed) synthetic data has high error, and then repeating the projection. We perform extensive experimental evaluations across a range of parameters and datasets, and find that our method outperforms existing algorithms in many cases, especially when the privacy budget is small or the query class is large." @default.
- W3171241426 created "2021-06-22" @default.
- W3171241426 creator A5002843568 @default.
- W3171241426 creator A5015478643 @default.
- W3171241426 creator A5027364160 @default.
- W3171241426 creator A5028728978 @default.
- W3171241426 creator A5029730907 @default.
- W3171241426 creator A5057693522 @default.
- W3171241426 creator A5060422342 @default.
- W3171241426 date "2021-07-18" @default.
- W3171241426 modified "2023-09-23" @default.
- W3171241426 title "Differentially Private Query Release Through Adaptive Projection" @default.
- W3171241426 hasPublicationYear "2021" @default.
- W3171241426 type Work @default.
- W3171241426 sameAs 3171241426 @default.
- W3171241426 citedByCount "2" @default.
- W3171241426 countsByYear W31712414262021 @default.
- W3171241426 crossrefType "proceedings-article" @default.
- W3171241426 hasAuthorship W3171241426A5002843568 @default.
- W3171241426 hasAuthorship W3171241426A5015478643 @default.
- W3171241426 hasAuthorship W3171241426A5027364160 @default.
- W3171241426 hasAuthorship W3171241426A5028728978 @default.
- W3171241426 hasAuthorship W3171241426A5029730907 @default.
- W3171241426 hasAuthorship W3171241426A5057693522 @default.
- W3171241426 hasAuthorship W3171241426A5060422342 @default.
- W3171241426 hasConcept C111472728 @default.
- W3171241426 hasConcept C11413529 @default.
- W3171241426 hasConcept C124101348 @default.
- W3171241426 hasConcept C134306372 @default.
- W3171241426 hasConcept C138885662 @default.
- W3171241426 hasConcept C154945302 @default.
- W3171241426 hasConcept C15744967 @default.
- W3171241426 hasConcept C160920958 @default.
- W3171241426 hasConcept C202615002 @default.
- W3171241426 hasConcept C23130292 @default.
- W3171241426 hasConcept C2776029896 @default.
- W3171241426 hasConcept C2777212361 @default.
- W3171241426 hasConcept C2780586882 @default.
- W3171241426 hasConcept C33923547 @default.
- W3171241426 hasConcept C36503486 @default.
- W3171241426 hasConcept C41008148 @default.
- W3171241426 hasConcept C57493831 @default.
- W3171241426 hasConcept C77805123 @default.
- W3171241426 hasConcept C80444323 @default.
- W3171241426 hasConceptScore W3171241426C111472728 @default.
- W3171241426 hasConceptScore W3171241426C11413529 @default.
- W3171241426 hasConceptScore W3171241426C124101348 @default.
- W3171241426 hasConceptScore W3171241426C134306372 @default.
- W3171241426 hasConceptScore W3171241426C138885662 @default.
- W3171241426 hasConceptScore W3171241426C154945302 @default.
- W3171241426 hasConceptScore W3171241426C15744967 @default.
- W3171241426 hasConceptScore W3171241426C160920958 @default.
- W3171241426 hasConceptScore W3171241426C202615002 @default.
- W3171241426 hasConceptScore W3171241426C23130292 @default.
- W3171241426 hasConceptScore W3171241426C2776029896 @default.
- W3171241426 hasConceptScore W3171241426C2777212361 @default.
- W3171241426 hasConceptScore W3171241426C2780586882 @default.
- W3171241426 hasConceptScore W3171241426C33923547 @default.
- W3171241426 hasConceptScore W3171241426C36503486 @default.
- W3171241426 hasConceptScore W3171241426C41008148 @default.
- W3171241426 hasConceptScore W3171241426C57493831 @default.
- W3171241426 hasConceptScore W3171241426C77805123 @default.
- W3171241426 hasConceptScore W3171241426C80444323 @default.
- W3171241426 hasLocation W31712414261 @default.
- W3171241426 hasOpenAccess W3171241426 @default.
- W3171241426 hasPrimaryLocation W31712414261 @default.
- W3171241426 hasRelatedWork W144420922 @default.
- W3171241426 hasRelatedWork W1446333884 @default.
- W3171241426 hasRelatedWork W1516526996 @default.
- W3171241426 hasRelatedWork W1876904555 @default.
- W3171241426 hasRelatedWork W1996784330 @default.
- W3171241426 hasRelatedWork W2040838113 @default.
- W3171241426 hasRelatedWork W2042469398 @default.
- W3171241426 hasRelatedWork W2095663214 @default.
- W3171241426 hasRelatedWork W2136634395 @default.
- W3171241426 hasRelatedWork W2219481966 @default.
- W3171241426 hasRelatedWork W2267169873 @default.
- W3171241426 hasRelatedWork W2594974439 @default.
- W3171241426 hasRelatedWork W2734318127 @default.
- W3171241426 hasRelatedWork W2949408096 @default.
- W3171241426 hasRelatedWork W2950681704 @default.
- W3171241426 hasRelatedWork W2955636524 @default.
- W3171241426 hasRelatedWork W2956579178 @default.
- W3171241426 hasRelatedWork W2969922074 @default.
- W3171241426 hasRelatedWork W2988882822 @default.
- W3171241426 hasRelatedWork W3135459175 @default.
- W3171241426 isParatext "false" @default.
- W3171241426 isRetracted "false" @default.
- W3171241426 magId "3171241426" @default.
- W3171241426 workType "article" @default.