Paper Info
Title
Privacy integrated queries: an extensible platform for privacy-preserving data analysis
Abstract
Privacy Integrated Queries (PINQ) is an extensible data analysis platform designed to provide unconditional privacy guarantees for the records of the underlying data sets. PINQ provides analysts with access to records through an SQL-like declarative language (LINQ) amidst otherwise arbitrary C# code. At the same time, the design of PINQ's analysis language and its careful implementation provide formal guarantees of differential privacy for any and all uses of the platform. PINQ's guarantees require no trust placed in the expertise or diligence of the analysts, broadening the scope for design and deployment of privacy-preserving data analyses, especially by privacy nonexperts.
Year
DOI
Venue
2009
10.1145/1810891.1810916
SIGMOD Conference
Keywords
Field
DocType
underlying data set,analysis language,privacy integrated query,unconditional privacy guarantee,unscrubbed data,anonymization,privacy-preserving data analysis,unconditional structural guarantee,sql-like declarative language,arbitrary c,formal guarantee,privacy integrated queries,sql-like language,extensible data analysis platform,confidentiality,privacy nonexperts,programming interface,extensible platform,differential privacy,careful implementation,linq
Data mining,Software deployment,Confidentiality,Differential privacy,Language Integrated Query,Computer science,Extensibility,Database,Diligence
Conference
Volume
Issue
ISSN
53
9
0001-0782
Citations 
PageRank 
References 
148
7.16
15
Authors
2
Search Limit
100148
Name
Order
Citations
PageRank
Frank McSherry14289288.94
Santiago Zanella Beguelin26073475.81