Matches in SemOpenAlex for { <https://semopenalex.org/work/W2491503516> ?p ?o ?g. }
- W2491503516 endingPage "120" @default.
- W2491503516 startingPage "105" @default.
- W2491503516 abstract "Analyzing data is a cost-intensive process, particularly for organizations lacking the necessary in-house human and computational capital. Data analytics outsourcing offers a cost-effective solution, but data sensitivity and query response time requirements, make data protection a necessary pre-processing step. For performance and privacy reasons, anonymization is preferred over encryption. Yet, manual anonymization is time-intensive and error-prone. Automated anonymization is a better alternative but requires satisfying the conflicting objectives of utility and privacy. In this paper, we present an automated anonymization scheme that extends the standard k-anonymization and l-diversity algorithms to satisfy the dual objectives of data utility and privacy. We use a multi-objective optimization scheme that employs a weighting mechanism, to minimise information loss and maximize privacy. Our results show that automating l-diversity results in an added average information loss of 7 % over automated k-anonymization, but in a diversity of between 9–14 % in comparison to 10–30 % in k-anonymised datasets. The lesson that emerges is that automated l-diversity offers better privacy than k-anonymization and with negligible information loss." @default.
- W2491503516 created "2016-08-23" @default.
- W2491503516 creator A5014324224 @default.
- W2491503516 creator A5033952850 @default.
- W2491503516 creator A5041780775 @default.
- W2491503516 date "2016-01-01" @default.
- W2491503516 modified "2023-09-26" @default.
- W2491503516 title "Automated k-Anonymization and l-Diversity for Shared Data Privacy" @default.
- W2491503516 cites W1607597906 @default.
- W2491503516 cites W176992488 @default.
- W2491503516 cites W1966673281 @default.
- W2491503516 cites W1968868556 @default.
- W2491503516 cites W1977544645 @default.
- W2491503516 cites W1996252886 @default.
- W2491503516 cites W1997575000 @default.
- W2491503516 cites W2012042550 @default.
- W2491503516 cites W2016500269 @default.
- W2491503516 cites W2016621069 @default.
- W2491503516 cites W2023284301 @default.
- W2491503516 cites W2033125653 @default.
- W2491503516 cites W2054922243 @default.
- W2491503516 cites W2054973636 @default.
- W2491503516 cites W2055976444 @default.
- W2491503516 cites W2059900053 @default.
- W2491503516 cites W2069135014 @default.
- W2491503516 cites W2069219260 @default.
- W2491503516 cites W2069947846 @default.
- W2491503516 cites W2071940270 @default.
- W2491503516 cites W2076004957 @default.
- W2491503516 cites W2120582309 @default.
- W2491503516 cites W2134167315 @default.
- W2491503516 cites W2136114025 @default.
- W2491503516 cites W2159024459 @default.
- W2491503516 cites W2161229593 @default.
- W2491503516 cites W2293371736 @default.
- W2491503516 cites W2769353087 @default.
- W2491503516 cites W50268958 @default.
- W2491503516 doi "https://doi.org/10.1007/978-3-319-44403-1_7" @default.
- W2491503516 hasPublicationYear "2016" @default.
- W2491503516 type Work @default.
- W2491503516 sameAs 2491503516 @default.
- W2491503516 citedByCount "7" @default.
- W2491503516 countsByYear W24915035162018 @default.
- W2491503516 countsByYear W24915035162019 @default.
- W2491503516 countsByYear W24915035162021 @default.
- W2491503516 countsByYear W24915035162022 @default.
- W2491503516 crossrefType "book-chapter" @default.
- W2491503516 hasAuthorship W2491503516A5014324224 @default.
- W2491503516 hasAuthorship W2491503516A5033952850 @default.
- W2491503516 hasAuthorship W2491503516A5041780775 @default.
- W2491503516 hasConcept C123201435 @default.
- W2491503516 hasConcept C124101348 @default.
- W2491503516 hasConcept C126838900 @default.
- W2491503516 hasConcept C134306372 @default.
- W2491503516 hasConcept C137822555 @default.
- W2491503516 hasConcept C148730421 @default.
- W2491503516 hasConcept C154945302 @default.
- W2491503516 hasConcept C17744445 @default.
- W2491503516 hasConcept C183115368 @default.
- W2491503516 hasConcept C199539241 @default.
- W2491503516 hasConcept C2776945810 @default.
- W2491503516 hasConcept C2988416141 @default.
- W2491503516 hasConcept C33923547 @default.
- W2491503516 hasConcept C38652104 @default.
- W2491503516 hasConcept C41008148 @default.
- W2491503516 hasConcept C46934059 @default.
- W2491503516 hasConcept C71924100 @default.
- W2491503516 hasConcept C77618280 @default.
- W2491503516 hasConceptScore W2491503516C123201435 @default.
- W2491503516 hasConceptScore W2491503516C124101348 @default.
- W2491503516 hasConceptScore W2491503516C126838900 @default.
- W2491503516 hasConceptScore W2491503516C134306372 @default.
- W2491503516 hasConceptScore W2491503516C137822555 @default.
- W2491503516 hasConceptScore W2491503516C148730421 @default.
- W2491503516 hasConceptScore W2491503516C154945302 @default.
- W2491503516 hasConceptScore W2491503516C17744445 @default.
- W2491503516 hasConceptScore W2491503516C183115368 @default.
- W2491503516 hasConceptScore W2491503516C199539241 @default.
- W2491503516 hasConceptScore W2491503516C2776945810 @default.
- W2491503516 hasConceptScore W2491503516C2988416141 @default.
- W2491503516 hasConceptScore W2491503516C33923547 @default.
- W2491503516 hasConceptScore W2491503516C38652104 @default.
- W2491503516 hasConceptScore W2491503516C41008148 @default.
- W2491503516 hasConceptScore W2491503516C46934059 @default.
- W2491503516 hasConceptScore W2491503516C71924100 @default.
- W2491503516 hasConceptScore W2491503516C77618280 @default.
- W2491503516 hasLocation W24915035161 @default.
- W2491503516 hasOpenAccess W2491503516 @default.
- W2491503516 hasPrimaryLocation W24915035161 @default.
- W2491503516 hasRelatedWork W2012545177 @default.
- W2491503516 hasRelatedWork W2021036298 @default.
- W2491503516 hasRelatedWork W2053453792 @default.
- W2491503516 hasRelatedWork W2098331493 @default.
- W2491503516 hasRelatedWork W2369625759 @default.
- W2491503516 hasRelatedWork W2735562896 @default.
- W2491503516 hasRelatedWork W2842285073 @default.
- W2491503516 hasRelatedWork W2900798344 @default.
- W2491503516 hasRelatedWork W2999859461 @default.