Practical data-swapping: the first steps
ACM Transactions on Database Systems (TODS)
Security checking in relational database management systems augmented with inference engines
Computers and Security
Inference control via query restriction vs. data modification: a perspective
on Database Security: Status and Prospects
Security-control methods for statistical databases: a comparative study
ACM Computing Surveys (CSUR)
On inference control in semantic data models for statistical databases
Journal of Computer and System Sciences
Process control with adaptive range coding
Biological Cybernetics
C4.5: programs for machine learning
C4.5: programs for machine learning
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
The space complexity of approximating the frequency moments
Journal of Computer and System Sciences
A parallel solver for generalised additive models
Computational Statistics & Data Analysis - Special issue on parallel processing and statistics
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Untraceable electronic mail, return addresses, and digital pseudonyms
Communications of the ACM
Using sample size to limit exposure to data mining
Journal of Computer Security - Special issue on database security
On the design and quantification of privacy preserving data mining algorithms
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Intelligent Decision Support: Handbook of Applications and Advances of the Rough Sets Theory
Intelligent Decision Support: Handbook of Applications and Advances of the Rough Sets Theory
Non-reversible privacy transformations
PODS '82 Proceedings of the 1st ACM SIGACT-SIGMOD symposium on Principles of database systems
Protecting Respondents' Identities in Microdata Release
IEEE Transactions on Knowledge and Data Engineering
Microdata Protection through Noise Addition
Inference Control in Statistical Databases, From Theory to Practice
Datafly: A System for Providing Anonymity in Medical Data
Proceedings of the IFIP TC11 WG11.3 Eleventh International Conference on Database Securty XI: Status and Prospects
Making Mix Nets Robust for Electronic Voting by Randomized Partial Checking
Proceedings of the 11th USENIX Security Symposium
The inference problem: a survey
ACM SIGKDD Explorations Newsletter
Cryptographic techniques for privacy-preserving data mining
ACM SIGKDD Explorations Newsletter
Tools for privacy preserving distributed data mining
ACM SIGKDD Explorations Newsletter
Revealing information while preserving privacy
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Achieving k-anonymity privacy protection using generalization and suppression
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Privacy preserving mining of association rules
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Transforming data to satisfy privacy constraints
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
On the Privacy Preserving Properties of Random Data Perturbation Techniques
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Using randomized response techniques for privacy-preserving data mining
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
IEEE Transactions on Knowledge and Data Engineering
A formal analysis of information disclosure in data exchange
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Privacy: A Machine Learning View
IEEE Transactions on Knowledge and Data Engineering
When do data mining results violate privacy?
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Bottom-Up Generalization: A Data Mining Solution to Privacy Protection
ICDM '04 Proceedings of the Fourth IEEE International Conference on Data Mining
A Framework for High-Accuracy Privacy-Preserving Mining
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Top-Down Specialization for Information and Privacy Preservation
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Data Privacy through Optimal k-Anonymization
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
On the complexity of optimal K-anonymity
PODS '04 Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-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
Deriving private information from randomized data
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Incognito: efficient full-domain K-anonymity
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Anonymity-preserving data collection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
On k-anonymity and the curse of dimensionality
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Checking for k-anonymity violation by views
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Template-Based Privacy Preservation in Classification Problems
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
RFID Application in Hospitals: A Case Study on a Demonstration RFID Project in a Taiwan Hospital
HICSS '06 Proceedings of the 39th Annual Hawaii International Conference on System Sciences - Volume 08
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
Privacy Protection: p-Sensitive k-Anonymity Property
ICDEW '06 Proceedings of the 22nd International Conference on Data Engineering Workshops
Achieving anonymity via clustering
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Injecting utility into anonymized datasets
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Personalized privacy preservation
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Anonymizing sequential releases
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
On privacy preservation against adversarial data mining
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
(α, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Utility-based anonymization using local recoding
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A secure distributed framework for achieving k-anonymity
The VLDB Journal — The International Journal on Very Large Data Bases
Anatomy: simple and effective privacy preservation
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
L-diversity: Privacy beyond k-anonymity
ACM Transactions on Knowledge Discovery from Data (TKDD)
Handicapping attacker's confidence: an alternative to k-anonymization
Knowledge and Information Systems
On anonymizing query logs via token-based hashing
Proceedings of the 16th international conference on World Wide Web
Hiding the presence of individuals from shared databases
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
M-invariance: towards privacy preserving re-publication of dynamic datasets
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Anonymizing Classification Data for Privacy Preservation
IEEE Transactions on Knowledge and Data Engineering
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
Data & Knowledge Engineering
Time series compressibility and privacy
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
The boundary between privacy and utility in data publishing
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Minimality attack in privacy preserving data publishing
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
On static and dynamic methods for condensation-based privacy-preserving data mining
ACM Transactions on Database Systems (TODS)
Anonymity for continuous data publishing
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
A framework for condensation-based anonymization of string data
Data Mining and Knowledge Discovery
A Critique of k-Anonymity and Some of Its Enhancements
ARES '08 Proceedings of the 2008 Third International Conference on Availability, Reliability and Security
A learning theory approach to non-interactive database privacy
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Preservation of proximity privacy in publishing numerical sensitive data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Proceedings of the twenty-seventh ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Anonymity preserving pattern discovery
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy-Preserving Data Mining: Models and Algorithms
Privacy-Preserving Data Mining: Models and Algorithms
Privacy Preservation in the Publication of Trajectories
MDM '08 Proceedings of the The Ninth International Conference on Mobile Data Management
Anonymizing transaction databases for publication
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-preserving anonymization of set-valued data
Proceedings of the VLDB Endowment
Privacy preserving serial data publishing by role composition
Proceedings of the VLDB Endowment
Efficient techniques for document sanitization
Proceedings of the 17th ACM conference on Information and knowledge management
Publishing Sensitive Transactions for Itemset Utility
ICDM '08 Proceedings of the 2008 Eighth IEEE International Conference on Data Mining
Privacy-preserving data mashup
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Privacy protection for RFID data
Proceedings of the 2009 ACM symposium on Applied Computing
Privacy-preserving data publishing for cluster analysis
Data & Knowledge Engineering
On the Anonymization of Sparse High-Dimensional Data
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Privacy: Theory meets Practice on the Map
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Never Walk Alone: Uncertainty for Anonymity in Moving Objects Databases
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
FF-Anonymity: When Quasi-identifiers Are Missing
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Hiding Location Information from Location-Based Services
MDM '07 Proceedings of the 2007 International Conference on Mobile Data Management
Protecting Moving Trajectories with Dummies
MDM '07 Proceedings of the 2007 International Conference on Mobile Data Management
Privacy-Aware Knowledge Discovery from Location Data
MDM '07 Proceedings of the 2007 International Conference on Mobile Data Management
Differential privacy: a survey of results
TAMC'08 Proceedings of the 5th international conference on Theory and applications of models of computation
Ask a better question, get a better answer a new approach to private data analysis
ICDT'07 Proceedings of the 11th international conference on Database Theory
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
Privacy in database publishing
ICDT'05 Proceedings of the 10th international conference on Database Theory
ICDT'05 Proceedings of the 10th international conference on Database Theory
Privacy preserving naive bayes classification
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Privacy-preserving distributed k-anonymity
DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
Toward privacy in public databases
TCC'05 Proceedings of the Second international conference on Theory of Cryptography
Integrating private databases for data analysis
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Secure anonymization for incremental datasets
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Distributed data mining protocols for privacy: a review of some recent results
MADNES'05 Proceedings of the First international conference on Secure Mobile Ad-hoc Networks and Sensors
The effects of location access behavior on re-identification risk in a distributed environment
PET'06 Proceedings of the 6th international conference on Privacy Enhancing Technologies
Calibrating noise to sensitivity in private data analysis
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Distributed Anonymization: Achieving Privacy for Both Data Subjects and Data Providers
Proceedings of the 23rd Annual IFIP WG 11.3 Working Conference on Data and Applications Security XXIII
An integrated framework for de-identifying unstructured medical data
Data & Knowledge Engineering
Anonymizing user profiles for personalized web search
Proceedings of the 19th international conference on World wide web
Towards an axiomatization of statistical privacy and utility
Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Pluggable personal data servers
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Centralized and Distributed Anonymization for High-Dimensional Healthcare Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
APPT: A privacy preserving transformation tool for micro data release
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
Using digital rights management for securing data in a medical research environment
Proceedings of the tenth annual ACM workshop on Digital rights management
M-score: estimating the potential damage of data leakage incident by assigning misuseability weight
Proceedings of the 2010 ACM workshop on Insider threats
Privacy-preserving publication of trajectories using microaggregation
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Anonymizing data with quasi-sensitive attribute values
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Anonymizing transaction data to eliminate sensitive inferences
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Differentially private data release through multidimensional partitioning
SDM'10 Proceedings of the 7th VLDB conference on Secure data management
Secure personal data servers: a vision paper
Proceedings of the VLDB Endowment
Privacy-preserving publishing microdata with full functional dependencies
Data & Knowledge Engineering
Privacy-preserving data sharing in cloud computing
Journal of Computer Science and Technology
Modeling and evaluating information leakage caused by inferences in supply chains
Computers in Industry
Checking anonymity levels for anonymized data
ICDCIT'11 Proceedings of the 7th international conference on Distributed computing and internet technology
Disclosure detection over data streams in database publishing
Proceedings of the 2011 Joint EDBT/ICDT Ph.D. Workshop
PCTA: privacy-constrained clustering-based transaction data anonymization
Proceedings of the 4th International Workshop on Privacy and Anonymity in the Information Society
Verification of data pattern for interactive privacy preservation model
Proceedings of the 2011 ACM Symposium on Applied Computing
Associative classification rules hiding for privacy preservation
International Journal of Intelligent Information and Database Systems
Towards privacy for social networks: a zero-knowledge based definition of privacy
TCC'11 Proceedings of the 8th conference on Theory of cryptography
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
Sanitizing microdata without leak: combining preventive and curative actions
ISPEC'11 Proceedings of the 7th international conference on Information security practice and experience
An information theoretic approach for privacy metrics
Transactions on Data Privacy
Differentially private data release for data mining
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-preserving social network publication against friendship attacks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Quantifying fine-grained privacy risk and representativeness in medical data
Proceedings of the 2011 workshop on Data mining for medicine and healthcare
Anonymization of location data does not work: a large-scale measurement study
MobiCom '11 Proceedings of the 17th annual international conference on Mobile computing and networking
Privacy preservation in the dissemination of location data
ACM SIGKDD Explorations Newsletter
Trajectory privacy in location-based services and data publication
ACM SIGKDD Explorations Newsletter
Pattern-guided data anonymization and clustering
MFCS'11 Proceedings of the 36th international conference on Mathematical foundations of computer science
The effect of homogeneity on the complexity of k-anonymity
FCT'11 Proceedings of the 18th international conference on Fundamentals of computation theory
Anonymity meets game theory: secure data integration with malicious participants
The VLDB Journal — The International Journal on Very Large Data Bases
Sensorsafe: a framework for privacy-preserving management of personal sensory information
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
Privacy-preserving traffic padding in web-based applications
Proceedings of the 10th annual ACM workshop on Privacy in the electronic society
Meerkat - A Dynamic Privacy Framework for Web Services
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Privacy protected knowledge management in services with emphasis on quality data
Proceedings of the 20th ACM international conference on Information and knowledge management
Similarity matching for uncertain time series: analytical and experimental comparison
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Querying and Mining Uncertain Spatio-Temporal Data
Privacy threat analysis of social network data
ICA3PP'11 Proceedings of the 11th international conference on Algorithms and architectures for parallel processing - Volume Part II
Privacy leakage in multi-relational learning via unwanted classification models
Proceedings of the 2011 Conference of the Center for Advanced Studies on Collaborative Research
Privacy streamliner: a two-stage approach to improving algorithm efficiency
Proceedings of the second ACM conference on Data and Application Security and Privacy
Privacy preserving publication of longitudinal health data
AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
Limiting disclosure of sensitive data in sequential releases of databases
Information Sciences: an International Journal
More than modelling and hiding: towards a comprehensive view of Web mining and privacy
Data Mining and Knowledge Discovery
k-Concealment: An Alternative Model of k-Type Anonymity
Transactions on Data Privacy
Utility-guided Clustering-based Transaction Data Anonymization
Transactions on Data Privacy
A rigorous and customizable framework for privacy
PODS '12 Proceedings of the 31st symposium on Principles of Database Systems
Fast track article: Balancing behavioral privacy and information utility in sensory data flows
Pervasive and Mobile Computing
Microaggregation- and permutation-based anonymization of movement data
Information Sciences: an International Journal
Privacy and utility for defect prediction: experiments with MORPH
Proceedings of the 34th International Conference on Software Engineering
Uncertain time-series similarity: return to the basics
Proceedings of the VLDB Endowment
Trading privacy for information loss in the blink of an eye
SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
k-indistinguishable traffic padding in web applications
PETS'12 Proceedings of the 12th international conference on Privacy Enhancing Technologies
Secure distributed framework for achieving ε-differential privacy
PETS'12 Proceedings of the 12th international conference on Privacy Enhancing Technologies
Adaptive differentially private histogram of low-dimensional data
PETS'12 Proceedings of the 12th international conference on Privacy Enhancing Technologies
Clustering-oriented privacy-preserving data publishing
Knowledge-Based Systems
On location privacy and quality of information in participatory sensing
Proceedings of the 8h ACM symposium on QoS and security for wireless and mobile networks
A framework for preservation of cloud users' data privacy using dynamic reconstruction of metadata
Journal of Network and Computer Applications
Data exchange in datalog is mainly a matter of choice
Datalog 2.0'12 Proceedings of the Second international conference on Datalog in Academia and Industry
Breaching Euclidean distance-preserving data perturbation using few known inputs
Data & Knowledge Engineering
QuerioCity: a linked data platform for urban information management
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part II
Efficient discovery of de-identification policy options through a risk-utility frontier
Proceedings of the third ACM conference on Data and application security and privacy
Differential privacy data release through adding noise on average value
NSS'12 Proceedings of the 6th international conference on Network and System Security
Privacy-preserving trajectory data publishing by local suppression
Information Sciences: an International Journal
A theory of pricing private data
Proceedings of the 16th International Conference on Database Theory
Journal of Computer and System Sciences
Supporting data aspects in pig latin
Proceedings of the 12th annual international conference on Aspect-oriented software development
A privacy framework: indistinguishable privacy
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Secure multiparty aggregation with differential privacy: a comparative study
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Information preservation in statistical privacy and bayesian estimation of unattributed histograms
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Categorised ethical guidelines for large scale mobile HCI
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
SplitX: high-performance private analytics
Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
Preserving privacy and frequent sharing patterns for social network data publishing
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Pufferfish: A framework for mathematical privacy definitions
ACM Transactions on Database Systems (TODS)
Trust management of services in cloud environments: Obstacles and solutions
ACM Computing Surveys (CSUR)
Trends and research directions for privacy preserving approaches on the cloud
Proceedings of the 6th ACM India Computing Convention
A refined complexity analysis of degree anonymization in graphs
ICALP'13 Proceedings of the 40th international conference on Automata, Languages, and Programming - Volume Part II
Modeling and Respecting Privacy Specification when Composing DaaS Services*
International Journal of Web Services Research
Improving accuracy of classification models induced from anonymized datasets
Information Sciences: an International Journal
A general framework for privacy preserving data publishing
Knowledge-Based Systems
Privacy-enhanced string matching with wordwise positional sampling
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
Multimedia Tools and Applications
The effect of homogeneity on the computational complexity of combinatorial data anonymization
Data Mining and Knowledge Discovery
The l-Diversity problem: Tractability and approximability
Theoretical Computer Science
MAGE: A semantics retaining K-anonymization method for mixed data
Knowledge-Based Systems
A near-optimal algorithm for differentially-private principal components
The Journal of Machine Learning Research
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The collection of digital information by governments, corporations, and individuals has created tremendous opportunities for knowledge- and information-based decision making. Driven by mutual benefits, or by regulations that require certain data to be published, there is a demand for the exchange and publication of data among various parties. Data in its original form, however, typically contains sensitive information about individuals, and publishing such data will violate individual privacy. The current practice in data publishing relies mainly on policies and guidelines as to what types of data can be published and on agreements on the use of published data. This approach alone may lead to excessive data distortion or insufficient protection. Privacy-preserving data publishing (PPDP) provides methods and tools for publishing useful information while preserving data privacy. Recently, PPDP has received considerable attention in research communities, and many approaches have been proposed for different data publishing scenarios. In this survey, we will systematically summarize and evaluate different approaches to PPDP, study the challenges in practical data publishing, clarify the differences and requirements that distinguish PPDP from other related problems, and propose future research directions.