Matches in SemOpenAlex for { <https://semopenalex.org/work/W3175965105> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W3175965105 abstract "Diferentially private (DP) synthetic datasets are a powerful approach for training machine learning models while respecting the privacy of individual data providers. The effect of DP on the fairness of the resulting trained models is not yet well understood. In this contribution, we systematically study the effects of differentially private synthetic data generation on classification. We analyze disparities in model utility and bias caused by the synthetic dataset, measured through algorithmic fairness metrics. Our first set of results show that although there seems to be a clear negative correlation between privacy and utility (the more private, the less accurate) across all data synthesizers we evaluated, more privacy does not necessarily imply more bias. Additionally, we assess the effects of utilizing synthetic datasets for model training and model evaluation. We show that results obtained on synthetic data can misestimate the actual model performance when it is deployed on real data. We hence advocate on the need for defining proper testing protocols in scenarios where differentially private synthetic datasets are utilized for model training and evaluation." @default.
- W3175965105 created "2021-07-05" @default.
- W3175965105 creator A5014759332 @default.
- W3175965105 creator A5022013110 @default.
- W3175965105 creator A5025368433 @default.
- W3175965105 creator A5030581161 @default.
- W3175965105 creator A5075692191 @default.
- W3175965105 date "2021-06-15" @default.
- W3175965105 modified "2023-09-27" @default.
- W3175965105 title "An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises" @default.
- W3175965105 cites W1873763122 @default.
- W3175965105 cites W2027595342 @default.
- W3175965105 cites W2096870293 @default.
- W3175965105 cites W2116984840 @default.
- W3175965105 cites W2165157425 @default.
- W3175965105 cites W2473418344 @default.
- W3175965105 cites W2751484150 @default.
- W3175965105 cites W2908109788 @default.
- W3175965105 cites W2950602864 @default.
- W3175965105 cites W2952518730 @default.
- W3175965105 cites W2954395498 @default.
- W3175965105 cites W2963174898 @default.
- W3175965105 cites W2963934714 @default.
- W3175965105 cites W2969881216 @default.
- W3175965105 cites W2970716886 @default.
- W3175965105 cites W3014590323 @default.
- W3175965105 cites W3015583437 @default.
- W3175965105 cites W3034997124 @default.
- W3175965105 cites W3045975320 @default.
- W3175965105 cites W3095420532 @default.
- W3175965105 cites W3098480654 @default.
- W3175965105 cites W3120740533 @default.
- W3175965105 cites W3125360523 @default.
- W3175965105 cites W3135064756 @default.
- W3175965105 cites W3142454317 @default.
- W3175965105 cites W3164762827 @default.
- W3175965105 hasPublicationYear "2021" @default.
- W3175965105 type Work @default.
- W3175965105 sameAs 3175965105 @default.
- W3175965105 citedByCount "2" @default.
- W3175965105 countsByYear W31759651052021 @default.
- W3175965105 crossrefType "posted-content" @default.
- W3175965105 hasAuthorship W3175965105A5014759332 @default.
- W3175965105 hasAuthorship W3175965105A5022013110 @default.
- W3175965105 hasAuthorship W3175965105A5025368433 @default.
- W3175965105 hasAuthorship W3175965105A5030581161 @default.
- W3175965105 hasAuthorship W3175965105A5075692191 @default.
- W3175965105 hasConcept C105339364 @default.
- W3175965105 hasConcept C111919701 @default.
- W3175965105 hasConcept C119857082 @default.
- W3175965105 hasConcept C124101348 @default.
- W3175965105 hasConcept C154945302 @default.
- W3175965105 hasConcept C160920958 @default.
- W3175965105 hasConcept C177264268 @default.
- W3175965105 hasConcept C199360897 @default.
- W3175965105 hasConcept C41008148 @default.
- W3175965105 hasConcept C51632099 @default.
- W3175965105 hasConcept C58489278 @default.
- W3175965105 hasConceptScore W3175965105C105339364 @default.
- W3175965105 hasConceptScore W3175965105C111919701 @default.
- W3175965105 hasConceptScore W3175965105C119857082 @default.
- W3175965105 hasConceptScore W3175965105C124101348 @default.
- W3175965105 hasConceptScore W3175965105C154945302 @default.
- W3175965105 hasConceptScore W3175965105C160920958 @default.
- W3175965105 hasConceptScore W3175965105C177264268 @default.
- W3175965105 hasConceptScore W3175965105C199360897 @default.
- W3175965105 hasConceptScore W3175965105C41008148 @default.
- W3175965105 hasConceptScore W3175965105C51632099 @default.
- W3175965105 hasConceptScore W3175965105C58489278 @default.
- W3175965105 hasLocation W31759651051 @default.
- W3175965105 hasOpenAccess W3175965105 @default.
- W3175965105 hasPrimaryLocation W31759651051 @default.
- W3175965105 hasRelatedWork W1752975991 @default.
- W3175965105 hasRelatedWork W2775985828 @default.
- W3175965105 hasRelatedWork W2902142571 @default.
- W3175965105 hasRelatedWork W2973151436 @default.
- W3175965105 hasRelatedWork W2976195905 @default.
- W3175965105 hasRelatedWork W2979327556 @default.
- W3175965105 hasRelatedWork W2979452771 @default.
- W3175965105 hasRelatedWork W2984494379 @default.
- W3175965105 hasRelatedWork W3005040148 @default.
- W3175965105 hasRelatedWork W3035139434 @default.
- W3175965105 hasRelatedWork W3120895209 @default.
- W3175965105 hasRelatedWork W3122321081 @default.
- W3175965105 hasRelatedWork W3127604915 @default.
- W3175965105 hasRelatedWork W3129027643 @default.
- W3175965105 hasRelatedWork W3134202462 @default.
- W3175965105 hasRelatedWork W3145367191 @default.
- W3175965105 hasRelatedWork W3164440368 @default.
- W3175965105 hasRelatedWork W3195625933 @default.
- W3175965105 hasRelatedWork W3206122349 @default.
- W3175965105 hasRelatedWork W3206180238 @default.
- W3175965105 isParatext "false" @default.
- W3175965105 isRetracted "false" @default.
- W3175965105 magId "3175965105" @default.
- W3175965105 workType "article" @default.