Security-control methods for statistical databases: a comparative study
ACM Computing Surveys (CSUR)
IEEE Transactions on Software Engineering
Modeling Security-Relevant Data Semantics
IEEE Transactions on Software Engineering
Minimal data upgrading to prevent inference and association attacks
PODS '99 Proceedings of the eighteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
An Information Theoretic Approach to Rule Induction from Databases
IEEE Transactions on Knowledge and Data Engineering
Protecting Respondents' Identities in Microdata Release
IEEE Transactions on Knowledge and Data Engineering
Enhancing the Controlled Disclosure of Sensitive Information
ESORICS '96 Proceedings of the 4th European Symposium on Research in Computer Security: Computer Security
Detection and Elimination of Inference Channels in Multilevel Relational Database Systems
SP '93 Proceedings of the 1993 IEEE Symposium on Security and Privacy
Mondrian Multidimensional K-Anonymity
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
\ell -Diversity: Privacy Beyond \kappa -Anonymity
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Anatomy: simple and effective privacy preservation
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Privacy-Preserving Data Mining: Models and Algorithms
Privacy-Preserving Data Mining: Models and Algorithms
Numerical Recipes 3rd Edition: The Art of Scientific Computing
Numerical Recipes 3rd Edition: The Art of Scientific Computing
CHES '08 Proceeding sof the 10th international workshop on Cryptographic Hardware and Embedded Systems
Yet another privacy metric for publishing micro-data
Proceedings of the 7th ACM workshop on Privacy in the electronic society
Privacy-Aware Biometrics: Design and Implementation of a Multimodal Verification System
ACSAC '08 Proceedings of the 2008 Annual Computer Security Applications Conference
Continuous privacy preserving publishing of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Mutual Information Analysis: How, When and Why?
CHES '09 Proceedings of the 11th International Workshop on Cryptographic Hardware and Embedded Systems
Fragments and loose associations: respecting privacy in data publishing
Proceedings of the VLDB Endowment
ICDM '10 Proceedings of the 2010 IEEE International Conference on Data Mining
Controlling logical inference in multilevel database systems
SP'88 Proceedings of the 1988 IEEE conference on Security and privacy
Mutual Information Analysis: a Comprehensive Study
Journal of Cryptology - Special Issue on Hardware and Security
Protecting privacy of sensitive value distributions in data release
STM'10 Proceedings of the 6th international conference on Security and trust management
Watermarking security: theory and practice
IEEE Transactions on Signal Processing - Part II
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Data sharing and dissemination are becoming increasingly important for conducting our daily life activities. The main consequence of this trend is that huge collections of data are easily available and accessible, leading to growing privacy concerns. The research community has devoted many efforts aiming at addressing the complex privacy requirements that characterize the modern Information Society. Although several advancements have been made, still many open issues need to be investigated.In this paper, we consider a scenario where data are incrementally released and we address the privacy problem arising when sensitive non released properties depend on and can therefore be inferred from non-sensitive released data. We propose a model capturing this inference problem, where sensitive information is characterized by peculiar value distributions of non sensitive released data. We then describe how to counteract possible inferences that an observer can draw by applying different statistical metrics on released data. Finally, we perform an experimental evaluation of our solution, showing its efficacy.