Privacy preserving outsourcing of association rule mining (Rapporti tecnici, manuali, carte geologiche e tematiche e prodotti multimediali)

Type
Label
  • Privacy preserving outsourcing of association rule mining (Rapporti tecnici, manuali, carte geologiche e tematiche e prodotti multimediali) (literal)
Anno
  • 2009-01-01T00:00:00+01:00 (literal)
Alternative label
  • Giannotti F.; Lakshmanan L. V.; Monreale A.; Pedreschi D.; Wang H. (2009)
    Privacy preserving outsourcing of association rule mining
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • Giannotti F.; Lakshmanan L. V.; Monreale A.; Pedreschi D.; Wang H. (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#note
  • Technical report, 2009. (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#descrizioneSinteticaDelProdotto
  • ABSTRACT: Spurred by developments such as cloud computing, there has been considerable recent interest in the paradigmof datamining-as-service. A company (data owner) lacking in expertise or computational resources can outsource its mining needs to a third party service provider (server). However, both the items in the outsourced database and the patterns of items that can be mined from the database, are considered as the corporate privacy of the data owner. To protect the corporate privacy, the data owner transforms its data and ships it to the server. The server sends extracted patterns to the owner in response to the latters mining queries. The owner recovers the true patterns from the extracted patterns received. In this paper, we study the problem of outsourcing the association rule mining task within a corporate privacy-preserving framework. We propose an attack model based on background knowledge and devise two schemes, namely Frugal and RobFrugal , for privacy-preserving outsou (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#supporto
  • Altro (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni
  • CNR-ISTI, Pisa, Univ. of British Columbia, CANADA, Dipartimento di Informatica, Università di Pisa, Stevens Inst. of Tech., New. York State Univ. (literal)
Titolo
  • Privacy preserving outsourcing of association rule mining (literal)
Prodotto di
Autore CNR
Insieme di parole chiave

Incoming links:


Prodotto
Autore CNR di
Insieme di parole chiave di
data.CNR.it