Preserving Privacy and the protection of personally identifiable information (PII) have been of increasing interest … over the last few years. Many privacy advocates, and a significant portion of the general public, feared that the new … their privacy. This paper proposes a new framework for Preserving Privacy for individuals along with the protection of …