PSI (ΨΨ\Psi): a Private data Sharing Interface (working paper)
Marco Gaboardi Department of Computer Science and Engineering, University at Buffalo, SUNY. Work done in part while at the University of Dundee, UK and visiting the Center for Research on Computation、Society, John A. Paulson School of Engineering、Applied Sciences, Harvard University. James Honaker http://hona.kr Gary King Albert J. Weatherhead III University Professor, Harvard University, Institute for Quantitative Social Science. http://GaryKing.org Jack Murtagh Center for Research on Computation、Society, John A. Paulson School of Engineering、Applied Sciences, Harvard University. Kobbi Nissim Department of Computer Science, Georgetown University, and Center for Research on Computation、Society, John A. Paulson School of Engineering、Applied Sciences, Harvard University. Jonathan Ullman College of Computer and Information Sciences, Northeastern University. Work done in part while affiliated with the Center for Research on Computation、Society, John A. Paulson School of Engineering、Applied Sciences, Harvard University. Salil Vadhan Center for Research on Computation、Society, John A. Paulson School of Engineering、Applied Sciences, Harvard University. Work done in part while visiting the Shing-Tung Yau Center and the Department of Applied Mathematics at National Chiao-Tung University in Taiwan. Also supported by a Simons Investigator Award. with contributions from Nabib Ahmed Andreea Antuca Brendan Avent Jordan Awan Christian Baehr Connor Bain Victor Balcer Thomas Brawner Jessica Bu Mark Bun Stephen Chong Fanny Chow Katie Clayton Holly Cunningham Vito D’Orazio Gian Pietro Farina Anna Gavrilman Benjamin Glass Caper Gooden Paul Handorff Raquel Hill Alyssa Hu Jason Huang Justin Kaashoek Allyson Kaminsky Chan Kang Murat Kuntarcioglu Vishesh Karwa George Kellaris Michael Lackner Jack Landry Hyun Woo Lim Giovanni Malloy Michael Lopiccolo Nathan Manohar Ross Mawhorter Dan Muise Marcelo Novaes Ana Luisa Oaxaca Raman Prasad Sofya Raskhodnikova Grace Rehaut Ryan Rogers Or Sheffet Adam D. Smith Thomas Steinke Kathryn Taylor Julia Vasile Clara Wang Haoqing Wang Remy Wang Lancelot Wathieu David Xiao Anton Xue and Joy Zheng
Abstract
We provide an overview of the design of PSI (“a Private data Sharing Interface”), a system we are developing to enable researchers in the social sciences and other fields to share and explore privacy-sensitive datasets with the strong privacy protections of differential privacy.
原文 arXiv:1609.04340;中英对照 + 大白话阅读 https://aha.fim.ai/paper/1609.04340v3