Privacy-Preserving Data Mining Systems

Although successful in many applications, data mining poses special concerns for private data. An integrated architecture takes a systemic view of the problem, implementing established protocols for data collection, inference control, and information sharing. Our goal in investigating privacy preservation issues was to take a systemic view of architectural requirements and design principles and explore possible solutions that would lead to guidelines for building practical privacy-preserving data mining systems