Privacy-Preserving Data Sharing in High Dimensional Regression and Classification Settings

• Main Authors: FIENBERG, Stephen E., JIN, Jiashun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2012
• Subjects: Databases and Information Systems; Information Security
• Online Access: https://ink.library.smu.edu.sg/larc/1; https://ink.library.smu.edu.sg/cgi/viewcontent.cgi?article=1000&context=larc
• Institution: Singapore Management University

We focus on the problem of multi-party data sharing in high dimensional data settings where the number of measured features (or the dimension) p is frequently much larger than the number of subjects (or the sample size) n, the so-called p>> n scenario that has been the focus of much recent sta...