Análise do equilíbrio entre privacidade e utilidade no acesso a dados
Autor(a) principal: | |
---|---|
Data de Publicação: | 2017 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | por |
Título da fonte: | Repositório Institucional da UNESP |
Texto Completo: | http://hdl.handle.net/11449/228317 |
Resumo: | This article analyzes measures for privacy protection by means of non-perturbative and perturbative techniques, aiming equilibrium between privacy and utility of data. Then, suppression and generalization were used for anonymization of medical consultation data and, based on Mivule (2015) the addition of noises was performed to generate private modified data. Subsequently, the utility of those data was verified by means of cluster analysis. The results showed the generalization preserves the accuracy of the data and, when combined with the addition of noises, can be a viable alternative to disclose data, minimizing risks to privacy and with an acceptable level of utility. |
id |
UNSP_d8d1cce41345b0fcffbca8dd4b5c2128 |
---|---|
oai_identifier_str |
oai:repositorio.unesp.br:11449/228317 |
network_acronym_str |
UNSP |
network_name_str |
Repositório Institucional da UNESP |
repository_id_str |
2946 |
spelling |
Análise do equilíbrio entre privacidade e utilidade no acesso a dadosAnalysis of the balance between privacy and utility in data accessAnonymizationData protectionData utilityThis article analyzes measures for privacy protection by means of non-perturbative and perturbative techniques, aiming equilibrium between privacy and utility of data. Then, suppression and generalization were used for anonymization of medical consultation data and, based on Mivule (2015) the addition of noises was performed to generate private modified data. Subsequently, the utility of those data was verified by means of cluster analysis. The results showed the generalization preserves the accuracy of the data and, when combined with the addition of noises, can be a viable alternative to disclose data, minimizing risks to privacy and with an acceptable level of utility.Faculdade de Tecnologia de Presidente PrudenteUniversidade Estadual Paulista Júlio de Mesquita Filho Campus de TupãUniversidade Estadual Paulista Júlio de Mesquita Filho Campus de TupãFaculdade de Tecnologia de Presidente PrudenteUniversidade Estadual Paulista (UNESP)Affonso, Elaine ParraDe Oliveira, Sandra Cristina [UNESP]Sant'Ana, Ricardo César Gonçalves [UNESP]2022-04-29T08:03:56Z2022-04-29T08:03:56Z2017-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article81-92Informacao e Sociedade, v. 27, n. 1, p. 81-92, 2017.1809-47830104-0146http://hdl.handle.net/11449/2283172-s2.0-85018835596Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPporInformacao e Sociedadeinfo:eu-repo/semantics/openAccess2024-06-10T14:49:30Zoai:repositorio.unesp.br:11449/228317Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T23:34:37.819773Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false |
dc.title.none.fl_str_mv |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados Analysis of the balance between privacy and utility in data access |
title |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados |
spellingShingle |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados Affonso, Elaine Parra Anonymization Data protection Data utility |
title_short |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados |
title_full |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados |
title_fullStr |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados |
title_full_unstemmed |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados |
title_sort |
Análise do equilíbrio entre privacidade e utilidade no acesso a dados |
author |
Affonso, Elaine Parra |
author_facet |
Affonso, Elaine Parra De Oliveira, Sandra Cristina [UNESP] Sant'Ana, Ricardo César Gonçalves [UNESP] |
author_role |
author |
author2 |
De Oliveira, Sandra Cristina [UNESP] Sant'Ana, Ricardo César Gonçalves [UNESP] |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
Faculdade de Tecnologia de Presidente Prudente Universidade Estadual Paulista (UNESP) |
dc.contributor.author.fl_str_mv |
Affonso, Elaine Parra De Oliveira, Sandra Cristina [UNESP] Sant'Ana, Ricardo César Gonçalves [UNESP] |
dc.subject.por.fl_str_mv |
Anonymization Data protection Data utility |
topic |
Anonymization Data protection Data utility |
description |
This article analyzes measures for privacy protection by means of non-perturbative and perturbative techniques, aiming equilibrium between privacy and utility of data. Then, suppression and generalization were used for anonymization of medical consultation data and, based on Mivule (2015) the addition of noises was performed to generate private modified data. Subsequently, the utility of those data was verified by means of cluster analysis. The results showed the generalization preserves the accuracy of the data and, when combined with the addition of noises, can be a viable alternative to disclose data, minimizing risks to privacy and with an acceptable level of utility. |
publishDate |
2017 |
dc.date.none.fl_str_mv |
2017-01-01 2022-04-29T08:03:56Z 2022-04-29T08:03:56Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
Informacao e Sociedade, v. 27, n. 1, p. 81-92, 2017. 1809-4783 0104-0146 http://hdl.handle.net/11449/228317 2-s2.0-85018835596 |
identifier_str_mv |
Informacao e Sociedade, v. 27, n. 1, p. 81-92, 2017. 1809-4783 0104-0146 2-s2.0-85018835596 |
url |
http://hdl.handle.net/11449/228317 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.none.fl_str_mv |
Informacao e Sociedade |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
81-92 |
dc.source.none.fl_str_mv |
Scopus reponame:Repositório Institucional da UNESP instname:Universidade Estadual Paulista (UNESP) instacron:UNESP |
instname_str |
Universidade Estadual Paulista (UNESP) |
instacron_str |
UNESP |
institution |
UNESP |
reponame_str |
Repositório Institucional da UNESP |
collection |
Repositório Institucional da UNESP |
repository.name.fl_str_mv |
Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP) |
repository.mail.fl_str_mv |
|
_version_ |
1808129531552202752 |