Breaching Euclidean Distance-Preserving Data Perturbation Using Few Known Inputs

Chris Giannella, Kun Liu, Hillol Kargupta

We examine Euclidean distance-preserving data perturbation as a tool for privacy-preserving data mining. Such perturbations allow many important data mining algorithms e.g. hierarc…