Reconstruction privacy: Enabling statistical learning

• Main Authors: Wang, Ke, HAN, Chao, FU, Ada Waichee, WONG, Raymond C., YU, Philip S.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2015
• Subjects: Data privacy; Differential privacy; Databases and Information Systems; Information Security; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/3547; https://ink.library.smu.edu.sg/context/sis_research/article/4548/viewcontent/ReconstructionPrivacy_2015.pdf
• Institution: Singapore Management University

Non-independent reasoning (NIR) allows the information about one record in the data to be learnt from the information of other records in the data. Most posterior/prior based privacy criteria consider NIR as a privacy violation and require to smooth the distribution of published data to avoid sensit...