Security-control methods for statistical databases: a comparative study
ACM Computing Surveys (CSUR)
Generalizing data to provide anonymity when disclosing information (abstract)
PODS '98 Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Practical privacy: the SuLQ framework
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
\ell -Diversity: Privacy Beyond \kappa -Anonymity
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
M-invariance: towards privacy preserving re-publication of dynamic datasets
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Privacy, accuracy, and consistency too: a holistic solution to contingency table release
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Dryad: distributed data-parallel programs from sequential building blocks
Proceedings of the 2nd ACM SIGOPS/EuroSys European Conference on Computer Systems 2007
Mechanism Design via Differential Privacy
FOCS '07 Proceedings of the 48th Annual IEEE Symposium on Foundations of Computer Science
Composition attacks and auxiliary information in data privacy
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-safe network trace sharing via secure queries
Proceedings of the 1st ACM workshop on Network data anonymization
OSDI'08 Proceedings of the 8th USENIX conference on Operating systems design and implementation
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
Our data, ourselves: privacy via distributed noise generation
EUROCRYPT'06 Proceedings of the 24th annual international conference on The Theory and Applications of Cryptographic Techniques
Calibrating noise to sensitivity in private data analysis
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Applying differential privacy to search queries in a policy based interactive framework
Proceedings of the ACM first international workshop on Privacy and anonymity for very large databases
FM '09 Proceedings of the 2nd World Congress on Formal Methods
Differential privacy for collaborative security
Proceedings of the Third European Workshop on System Security
Privacy integrated queries: an extensible platform for privacy-preserving data analysis
Communications of the ACM
Data mining with differential privacy
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering frequent patterns in sensitive data
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Differentially-private network trace analysis
Proceedings of the ACM SIGCOMM 2010 conference
Airavat: security and privacy for MapReduce
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
Distance makes the types grow stronger: a calculus for differential privacy
Proceedings of the 15th ACM SIGPLAN international conference on Functional programming
A firm foundation for private data analysis
Communications of the ACM
Differentially private data release through multidimensional partitioning
SDM'10 Proceedings of the 7th VLDB conference on Secure data management
Small domain randomization: same privacy, more utility
Proceedings of the VLDB Endowment
Boosting the accuracy of differentially private histograms through consistency
Proceedings of the VLDB Endowment
Verification of data pattern for interactive privacy preservation model
Proceedings of the 2011 ACM Symposium on Applied Computing
Measure transformer semantics for Bayesian machine learning
ESOP'11/ETAPS'11 Proceedings of the 20th European conference on Programming languages and systems: part of the joint European conferences on theory and practice of software
Differentially private data cubes: optimizing noise sources and consistency
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Adaptive, secure, and scalable distributed data outsourcing: a vision paper
Proceedings of the 2011 workshop on Dynamic distributed data-intensive applications, programming abstractions, and systems
Differentially private data release for data mining
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Differential privacy under fire
SEC'11 Proceedings of the 20th USENIX conference on Security
Formal Verification of Differential Privacy for Interactive Systems (Extended Abstract)
Electronic Notes in Theoretical Computer Science (ENTCS)
How much is enough? choosing ε for differential privacy
ISC'11 Proceedings of the 14th international conference on Information security
Probabilistic relational reasoning for differential privacy
POPL '12 Proceedings of the 39th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages
Constraint graphs as security filters for privacy assurance in medical transactions
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
Differential privacy with information flow control
Proceedings of the ACM SIGPLAN 6th Workshop on Programming Languages and Analysis for Security
An adaptive mechanism for accurate query answering under differential privacy
Proceedings of the VLDB Endowment
Proceedings of the First Workshop on Measurement, Privacy, and Mobility
A Practical Differentially Private Random Decision Tree Classifier
Transactions on Data Privacy
What next?: a half-dozen data management research goals for big data and the cloud
PODS '12 Proceedings of the 31st symposium on Principles of Database Systems
A rigorous and customizable framework for privacy
PODS '12 Proceedings of the 31st symposium on Principles of Database Systems
GUPT: privacy preserving data analysis made easy
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Towards statistical queries over distributed private user data
NSDI'12 Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation
Differentially private summaries for sparse data
Proceedings of the 15th International Conference on Database Theory
Putting a "big-data" platform to good use: training kinect
Proceedings of the 21st international symposium on High-Performance Parallel and Distributed Computing
Differentially private transit data publication: a case study on the montreal transportation system
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A workflow for differentially-private graph synthesis
Proceedings of the 2012 ACM workshop on Workshop on online social networks
Keeping information safe from social networking apps
Proceedings of the 2012 ACM workshop on Workshop on online social networks
Differentially private continual monitoring of heavy hitters from distributed streams
PETS'12 Proceedings of the 12th international conference on Privacy Enhancing Technologies
Differentially private sequential data publication via variable-length n-grams
Proceedings of the 2012 ACM conference on Computer and communications security
On significance of the least significant bits for differential privacy
Proceedings of the 2012 ACM conference on Computer and communications security
Proceedings of the 2012 ACM conference on Computer and communications security
DJoin: differentially private join queries over distributed databases
OSDI'12 Proceedings of the 10th USENIX conference on Operating Systems Design and Implementation
Differentially private top-k query over MapReduce
Proceedings of the fourth international workshop on Cloud data management
Frequent grams based embedding for privacy preserving record linkage
Proceedings of the 21st ACM international conference on Information and knowledge management
Real-time aggregate monitoring with differential privacy
Proceedings of the 21st ACM international conference on Information and knowledge management
Worst- and average-case privacy breaches in randomization mechanisms
TCS'12 Proceedings of the 7th IFIP TC 1/WG 202 international conference on Theoretical Computer Science
Linear dependent types for differential privacy
POPL '13 Proceedings of the 40th annual ACM SIGPLAN-SIGACT symposium on Principles of programming languages
Testing the lipschitz property over product distributions with applications to data privacy
TCC'13 Proceedings of the 10th theory of cryptography conference on Theory of Cryptography
On Learning Cluster Coefficient of Private Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Information preservation in statistical privacy and bayesian estimation of unattributed histograms
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Faceted execution of policy-agnostic programs
Proceedings of the Eighth ACM SIGPLAN workshop on Programming languages and analysis for security
FAST: differentially private real-time aggregate monitor with filtering and adaptive sampling
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
The power of data use management in action
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Recursive mechanism: towards node differential privacy and unrestricted joins
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Probabilistic Relational Reasoning for Differential Privacy
ACM Transactions on Programming Languages and Systems (TOPLAS)
Sensitivity analysis using type-based constraints
Proceedings of the 1st annual workshop on Functional programming concepts in domain-specific languages
A two-phase algorithm for mining sequential patterns with differential privacy
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Pufferfish: A framework for mathematical privacy definitions
ACM Transactions on Database Systems (TODS)
DiffR-Tree: a differentially private spatial index for OLAP query
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
ICALP'13 Proceedings of the 40th international conference on Automata, Languages, and Programming - Volume Part II
A near-optimal algorithm for differentially-private principal components
The Journal of Machine Learning Research
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We report on the design and implementation of the Privacy Integrated Queries (PINQ) platform for privacy-preserving data analysis. PINQ provides analysts with a programming interface to unscrubbed data through a SQL-like language. 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 unconditional structural guarantees require no trust placed in the expertise or diligence of the analysts, substantially broadening the scope for design and deployment of privacy-preserving data analysis, especially by non-experts.