Matches in SemOpenAlex for { <https://semopenalex.org/work/W3089272012> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W3089272012 abstract "Probability density estimation is a fundamental task in data analysis that can estimate the unobservable underlying probability density function from the observed data. However, the data used for density estimation may contain sensitive information, and the public of original data will compromise individuals’ privacy. To address this problem, we in this paper propose a private parametric probability density estimation mechanism, called PrivGMM. It provides strong privacy guarantees locally (e.g., on personal computers or mobile phones) and efficiently (i.e., computation cost is small) for users. Meanwhile, it provides an accurate estimation of parameters of the probability density model for data collectors. Specifically, in a local setting, each user adds noise to his/her original data, given the constraint of local differential privacy. On the server side, we employ the Gaussian Mixture Model, which is a popular model to approximate distributions. To reduce the effect of noise, we formulate the parametric estimation problem with a multi-layer latent variables structure, and utilize Expectation-Maximization algorithm to solve the Gaussian Mixture Model. Experiments in real datasets validate that our mechanism outperforms the state-of-the-art methods." @default.
- W3089272012 created "2020-10-01" @default.
- W3089272012 creator A5017220459 @default.
- W3089272012 creator A5019604942 @default.
- W3089272012 creator A5049882679 @default.
- W3089272012 creator A5057246165 @default.
- W3089272012 creator A5090528463 @default.
- W3089272012 date "2020-01-01" @default.
- W3089272012 modified "2023-09-23" @default.
- W3089272012 title "PrivGMM: Probability Density Estimation with Local Differential Privacy" @default.
- W3089272012 cites W1557833142 @default.
- W3089272012 cites W1873763122 @default.
- W3089272012 cites W1966129222 @default.
- W3089272012 cites W2026302946 @default.
- W3089272012 cites W2032320656 @default.
- W3089272012 cites W2053801139 @default.
- W3089272012 cites W2057214765 @default.
- W3089272012 cites W2059971059 @default.
- W3089272012 cites W2101771965 @default.
- W3089272012 cites W2468452763 @default.
- W3089272012 cites W2808754399 @default.
- W3089272012 cites W2963366347 @default.
- W3089272012 cites W2963881987 @default.
- W3089272012 cites W3097492784 @default.
- W3089272012 cites W3102407811 @default.
- W3089272012 doi "https://doi.org/10.1007/978-3-030-59410-7_7" @default.
- W3089272012 hasPublicationYear "2020" @default.
- W3089272012 type Work @default.
- W3089272012 sameAs 3089272012 @default.
- W3089272012 citedByCount "0" @default.
- W3089272012 crossrefType "book-chapter" @default.
- W3089272012 hasAuthorship W3089272012A5017220459 @default.
- W3089272012 hasAuthorship W3089272012A5019604942 @default.
- W3089272012 hasAuthorship W3089272012A5049882679 @default.
- W3089272012 hasAuthorship W3089272012A5057246165 @default.
- W3089272012 hasAuthorship W3089272012A5090528463 @default.
- W3089272012 hasConcept C105795698 @default.
- W3089272012 hasConcept C11413529 @default.
- W3089272012 hasConcept C115961682 @default.
- W3089272012 hasConcept C117251300 @default.
- W3089272012 hasConcept C121332964 @default.
- W3089272012 hasConcept C124101348 @default.
- W3089272012 hasConcept C126255220 @default.
- W3089272012 hasConcept C149782125 @default.
- W3089272012 hasConcept C154945302 @default.
- W3089272012 hasConcept C163716315 @default.
- W3089272012 hasConcept C182081679 @default.
- W3089272012 hasConcept C185429906 @default.
- W3089272012 hasConcept C189508267 @default.
- W3089272012 hasConcept C197055811 @default.
- W3089272012 hasConcept C197096303 @default.
- W3089272012 hasConcept C23130292 @default.
- W3089272012 hasConcept C2780695315 @default.
- W3089272012 hasConcept C33923547 @default.
- W3089272012 hasConcept C41008148 @default.
- W3089272012 hasConcept C49781872 @default.
- W3089272012 hasConcept C61224824 @default.
- W3089272012 hasConcept C62520636 @default.
- W3089272012 hasConcept C99498987 @default.
- W3089272012 hasConceptScore W3089272012C105795698 @default.
- W3089272012 hasConceptScore W3089272012C11413529 @default.
- W3089272012 hasConceptScore W3089272012C115961682 @default.
- W3089272012 hasConceptScore W3089272012C117251300 @default.
- W3089272012 hasConceptScore W3089272012C121332964 @default.
- W3089272012 hasConceptScore W3089272012C124101348 @default.
- W3089272012 hasConceptScore W3089272012C126255220 @default.
- W3089272012 hasConceptScore W3089272012C149782125 @default.
- W3089272012 hasConceptScore W3089272012C154945302 @default.
- W3089272012 hasConceptScore W3089272012C163716315 @default.
- W3089272012 hasConceptScore W3089272012C182081679 @default.
- W3089272012 hasConceptScore W3089272012C185429906 @default.
- W3089272012 hasConceptScore W3089272012C189508267 @default.
- W3089272012 hasConceptScore W3089272012C197055811 @default.
- W3089272012 hasConceptScore W3089272012C197096303 @default.
- W3089272012 hasConceptScore W3089272012C23130292 @default.
- W3089272012 hasConceptScore W3089272012C2780695315 @default.
- W3089272012 hasConceptScore W3089272012C33923547 @default.
- W3089272012 hasConceptScore W3089272012C41008148 @default.
- W3089272012 hasConceptScore W3089272012C49781872 @default.
- W3089272012 hasConceptScore W3089272012C61224824 @default.
- W3089272012 hasConceptScore W3089272012C62520636 @default.
- W3089272012 hasConceptScore W3089272012C99498987 @default.
- W3089272012 hasLocation W30892720121 @default.
- W3089272012 hasOpenAccess W3089272012 @default.
- W3089272012 hasPrimaryLocation W30892720121 @default.
- W3089272012 hasRelatedWork W1026887 @default.
- W3089272012 hasRelatedWork W10351748 @default.
- W3089272012 hasRelatedWork W13193951 @default.
- W3089272012 hasRelatedWork W1560356 @default.
- W3089272012 hasRelatedWork W2050738 @default.
- W3089272012 hasRelatedWork W3048226 @default.
- W3089272012 hasRelatedWork W4387291 @default.
- W3089272012 hasRelatedWork W653418 @default.
- W3089272012 hasRelatedWork W8693236 @default.
- W3089272012 hasRelatedWork W9466571 @default.
- W3089272012 isParatext "false" @default.
- W3089272012 isRetracted "false" @default.
- W3089272012 magId "3089272012" @default.
- W3089272012 workType "book-chapter" @default.