Name: Anna
Family Name: MONREALE
Affiliation: ISTI-CNR - Pisa and Dept. of Computer Science of Pisa
Personal web-site: http://www.di.unipi.it/~annam
CPDP Conference Who is Who
Short BIO
Anna Monreale was born in 1979 in Italy. She graduated in Computer Science in October 2007, at the University of Pisa and in January 2008 she started the Ph.D. in Computer Science at the School for Graduate Studies "Galileo Galilei", University of Pisa. She is currently a member of ISTI-CNR, and also a member of Knowledge Discovery and Delivery Laboratory. Her interests are Data mining and Privacy issues in Data mining.
Title of the presentation
Privacy-preserving Mining of Association Rules from Outsourced Transaction Databases
Abstract
Spurred by developments such as cloud computing, there has been considerable recent interest in the paradigm of datamining-as-service. A company (data owner) lacking in expertise or computational resources can outsource its mining needs to a third party service provider. However, both the items and the association rules of the outsourced database are considered private property of the corporation (data owner). To protect corporate privacy, the data owner transforms its data and ships it to the server, sends mining queries to the server, and recovers the true patterns from the extracted patterns received from the server. We propose a scheme for privacy preserving outsourced mining and show that the owner can recover the true patterns as well as their support.