Implementing data cubes efficiently
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
An overview of data warehousing and OLAP technology
ACM SIGMOD Record
Data Cube: A Relational Aggregation Operator Generalizing Group-By, Cross-Tab, and Sub-Totals
Data Mining and Knowledge Discovery
Protecting Respondents' Identities in Microdata Release
IEEE Transactions on Knowledge and Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
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
Transforming data to satisfy privacy constraints
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Dynamic Programming
Bottom-Up Generalization: A Data Mining Solution to Privacy Protection
ICDM '04 Proceedings of the Fourth IEEE International Conference on Data Mining
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
ICDT'05 Proceedings of the 10th international conference on Database Theory
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
(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
The VLDB Journal — The International Journal on Very Large Data Bases
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
The new Casper: query processing for location services without compromising privacy
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Revisiting the uniqueness of simple demographics in the US population
Proceedings of the 5th ACM workshop on Privacy in electronic society
Probabilistic privacy analysis of published views
Proceedings of the 5th ACM workshop on Privacy in electronic society
A peer-to-peer spatial cloaking algorithm for anonymous location-based service
GIS '06 Proceedings of the 14th annual ACM international symposium on Advances in geographic information systems
L-diversity: Privacy beyond k-anonymity
ACM Transactions on Knowledge Discovery from Data (TKDD)
An epistemic framework for privacy protection in database linking
Data & Knowledge Engineering
Utility-based anonymization for privacy preservation with less information loss
ACM SIGKDD Explorations Newsletter
PRIVE: anonymous location-based queries in distributed mobile systems
Proceedings of the 16th international conference on World Wide Web
K-anonymization incremental maintenance and optimization techniques
Proceedings of the 2007 ACM symposium on Applied computing
Approximate algorithms for K-anonymity
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
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
Data & Knowledge Engineering
Preventing Location-Based Identity Inference in Anonymous Spatial Queries
IEEE Transactions on Knowledge and Data Engineering
Information disclosure under realistic assumptions: privacy versus optimality
Proceedings of the 14th ACM conference on Computer and communications security
k-Unlinkability: A privacy protection model for distributed data
Data & Knowledge Engineering
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
K-anonymization as spatial indexing: toward scalable and incremental anonymization
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Fast data anonymization with low information loss
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Privacy skyline: privacy with multidimensional adversarial knowledge
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)
Location anonymity in continuous location-based services
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Towards optimal k-anonymization
Data & Knowledge Engineering
Anonymity for continuous data publishing
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Supporting anonymous location queries in mobile environments with privacygrid
Proceedings of the 17th international conference on World Wide Web
Dynamic anonymization: accurate statistical analysis with privacy preservation
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Privacy-MaxEnt: integrating background knowledge in privacy quantification
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Preservation of proximity privacy in publishing numerical sensitive data
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
An efficient hash-based algorithm for minimal k-anonymity
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
Protecting privacy in recorded conversations
PAIS '08 Proceedings of the 2008 international workshop on Privacy and anonymity in information society
Data utility and privacy protection trade-off in k-anonymisation
PAIS '08 Proceedings of the 2008 international workshop on Privacy and anonymity in information society
Micro-aggregation-based heuristics for p-sensitive k-anonymity: one step beyond
PAIS '08 Proceedings of the 2008 international workshop on Privacy and anonymity in information society
Anonymity preserving pattern discovery
The VLDB Journal — The International Journal on Very Large Data Bases
Providing k-anonymity in data mining
The VLDB Journal — The International Journal on Very Large Data Bases
A privacy preserving technique for distance-based classification with worst case privacy guarantees
Data & Knowledge Engineering
Workload-aware anonymization techniques for large-scale datasets
ACM Transactions on Database Systems (TODS)
The cost of privacy: destruction of data-mining utility in anonymized data publishing
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A k-Anonymity Clustering Method for Effective Data Privacy Preservation
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Privacy-Preserving Publication of User Locations in the Proximity of Sensitive Sites
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
An Empirical Study of Utility Measures for k-Anonymisation
BNCOD '08 Proceedings of the 25th British national conference on Databases: Sharing Data, Information and Knowledge
Exclusive Strategy for Generalization Algorithms in Micro-data Disclosure
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Protecting the Publishing Identity in Multiple Tuples
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Data Quality in Privacy Preservation for Associative Classification
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
T-rotation: Multiple Publications of Privacy Preserving Data Sequence
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
How Anonymous Is k-Anonymous? Look at Your Quasi-ID
SDM '08 Proceedings of the 5th VLDB workshop on Secure Data Management
ARUBA: A Risk-Utility-Based Algorithm for Data Disclosure
SDM '08 Proceedings of the 5th VLDB workshop on Secure Data Management
BSGI: An Effective Algorithm towards Stronger l-Diversity
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Generalization-Based Privacy-Preserving Data Collection
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
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
Yet another privacy metric for publishing micro-data
Proceedings of the 7th ACM workshop on Privacy in the electronic society
Efficient techniques for document sanitization
Proceedings of the 17th ACM conference on Information and knowledge management
Towards privacy-preserving integration of distributed heterogeneous data
Proceedings of the 2nd PhD workshop on Information and knowledge management
Information Leakage in Optimal Anonymized and Diversified Data
Information Hiding
L-Diversity Based Dynamic Update for Large Time-Evolving Microdata
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Facilitating discovery on the private web using dataset digests
Proceedings of the 10th International Conference on Information Integration and Web-based Applications & Services
AlphaSum: size-constrained table summarization using value lattices
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Hiding distinguished ones into crowd: privacy-preserving publishing data with outliers
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Continuous privacy preserving publishing of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Privacy-preserving incremental data dissemination
Journal of Computer Security - Selected papers from the Third and Fourth Secure Data Management (SDM) workshops
Evaluating privacy threats in released database views by symmetric indistinguishability
Journal of Computer Security - Selected papers from the Third and Fourth Secure Data Management (SDM) workshops
Information disclosure by answers to XPath queries
Journal of Computer Security - Selected papers from the Third and Fourth Secure Data Management (SDM) workshops
Adversarial-knowledge dimensions in data privacy
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy protection for RFID data
Proceedings of the 2009 ACM symposium on Applied Computing
Privacy-preserving data publishing for cluster analysis
Data & Knowledge Engineering
Decomposition: Privacy Preservation for Multiple Sensitive Attributes
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Anonymization-based attacks in privacy-preserving data publishing
ACM Transactions on Database Systems (TODS)
A framework for efficient data anonymization under privacy and accuracy constraints
ACM Transactions on Database Systems (TODS)
A tree-based approach to preserve the privacy of software engineering data and predictive models
PROMISE '09 Proceedings of the 5th International Conference on Predictor Models in Software Engineering
Enhanced P-Sensitive K-Anonymity Models for Privacy Preserving Data Publishing
Transactions on Data Privacy
Anonymizing location-based RFID data
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Attacks on privacy and deFinetti's theorem
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Interactive anonymization of sensitive data
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Maximizing Privacy under Data Distortion Constraints in Noise Perturbation Methods
Privacy, Security, and Trust in KDD
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
A multi-objective approach to data sharing with privacy constraints and preference based objectives
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Privacy aware data sharing: balancing the usability and privacy of datasets
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
WADS '09 Proceedings of the 11th International Symposium on Algorithms and Data Structures
(α, k)-anonymous data publishing
Journal of Intelligent Information Systems
L-Cover: Preserving Diversity by Anonymity
SDM '09 Proceedings of the 6th VLDB Workshop on Secure Data Management
A novel anonymization algorithm: Privacy protection and knowledge preservation
Expert Systems with Applications: An International Journal
Privacy-Preserving Data Publishing
Foundations and Trends in Databases
An integrated framework for de-identifying unstructured medical data
Data & Knowledge Engineering
POkA: identifying pareto-optimal k-anonymous nodes in a domain hierarchy lattice
Proceedings of the 18th ACM conference on Information and knowledge management
StarClique: guaranteeing user privacy in social networks against intersection attacks
Proceedings of the 5th international conference on Emerging networking experiments and technologies
Data publishing against realistic adversaries
Proceedings of the VLDB Endowment
Optimal random perturbation at multiple privacy levels
Proceedings of the VLDB Endowment
Anonymization of set-valued data via top-down, local generalization
Proceedings of the VLDB Endowment
Distribution based microdata anonymization
Proceedings of the VLDB Endowment
Publishing naive Bayesian classifiers: privacy without accuracy loss
Proceedings of the VLDB Endowment
A reciprocal framework for spatial K-anonymity
Information Systems
COP: privacy-preserving multidimensional partition in DAS paradigm
Proceedings of the 2009 EDBT/ICDT Workshops
Transparent anonymization: Thwarting adversaries who know the algorithm
ACM Transactions on Database Systems (TODS)
The hardness and approximation algorithms for l-diversity
Proceedings of the 13th International Conference on Extending Database Technology
Reducing metadata complexity for faster table summarization
Proceedings of the 13th International Conference on Extending Database Technology
Algorithm-safe privacy-preserving data publishing
Proceedings of the 13th International Conference on Extending Database Technology
Privacy-preserving data publishing: A survey of recent developments
ACM Computing Surveys (CSUR)
Restoring compromised privacy in micro-data disclosure
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
(α, k)-anonymity based privacy preservation by lossy join
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Achieving k-anonymity via a density-based clustering method
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
k-anonymization without Q-S associations
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Granulation as a privacy protection mechanism
Transactions on rough sets VII
Generating microdata with p-sensitive k-anonymity property
SDM'07 Proceedings of the 4th VLDB conference on Secure data management
Efficient k-anonymization using clustering techniques
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Implementation of bitmap based incognito and performance evaluation
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Capture inference attacks for K-anonymity with privacy inference logic
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Risk & distortion based K-anonymity
WISA'07 Proceedings of the 8th international conference on Information security applications
Privacy inference attacking and prevention on multiple relative k-anonymized microdata sets
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
On the complexity of restricted k-anonymity problem
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Allowing privacy protection algorithms to jump out of local optimums: an ordered greed framework
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Privacy-preserving data mining through knowledge model sharing
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Achieving anonymity via clustering
ACM Transactions on Algorithms (TALG)
Privacy-preserving data mining: A feature set partitioning approach
Information Sciences: an International Journal
k-jump strategy for preserving privacy in micro-data disclosure
Proceedings of the 13th International Conference on Database Theory
Privacy-aware location data publishing
ACM Transactions on Database Systems (TODS)
Non-homogeneous generalization in privacy preserving data publishing
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Preserving privacy and fairness in peer-to-peer data integration
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
P-Sensitive K-Anonymity with Generalization Constraints
Transactions on Data Privacy
Movement Data Anonymity through Generalization
Transactions on Data Privacy
Efficient Anonymizations with Enhanced Utility
Transactions on Data Privacy
Facilitating discovery on the private web using dataset digests
International Journal of Metadata, Semantics and Ontologies
Versatile publishing for privacy preservation
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Anonymization of moving objects databases by clustering and perturbation
Information Systems
Approximate algorithms with generalizing attribute values for k-anonymity
Information Systems
Airavat: security and privacy for MapReduce
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
Systematic clustering method for l-diversity model
ADC '10 Proceedings of the Twenty-First Australasian Conference on Database Technologies - Volume 104
Microdata protection through approximate microaggregation
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
Generalizing PIR for practical private retrieval of public data
DBSec'10 Proceedings of the 24th annual IFIP WG 11.3 working conference on Data and applications security and privacy
Understanding privacy risk of publishing decision trees
DBSec'10 Proceedings of the 24th annual IFIP WG 11.3 working conference on Data and applications security and privacy
On the identification of property based generalizations in microdata anonymization
DBSec'10 Proceedings of the 24th annual IFIP WG 11.3 working conference on Data and applications security and privacy
Theory of privacy and anonymity
Algorithms and theory of computation handbook
Algorithms and theory of computation handbook
Beyond safe harbor: automatic discovery of health information de-identification policy alternatives
Proceedings of the 1st ACM International Health Informatics Symposium
Privacy disclosure analysis and control for 2D contingency tables containing inaccurate data
PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
A family of enhanced (L,α)-diversity models for privacy preserving data publishing
Future Generation Computer Systems
Extending l-diversity to generalize sensitive data
Data & Knowledge Engineering
Minimizing minimality and maximizing utility: analyzing method-based attacks on anonymized data
Proceedings of the VLDB Endowment
Preventing range disclosure in k-anonymised data
Expert Systems with Applications: An International Journal
ACM Transactions on Database Systems (TODS)
Extended k-anonymity models against sensitive attribute disclosure
Computer Communications
Local and global recoding methods for anonymizing set-valued data
The VLDB Journal — The International Journal on Very Large Data Bases
SABRE: a Sensitive Attribute Bucketization and REdistribution framework for t-closeness
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy-preserving publishing microdata with full functional dependencies
Data & Knowledge Engineering
Privacy-preserving data sharing in cloud computing
Journal of Computer Science and Technology
Time warp: how time affects privacy in LBSs
ICICS'10 Proceedings of the 12th international conference on Information and communications security
Towards knowledge intensive data privacy
DPM'10/SETOP'10 Proceedings of the 5th international Workshop on data privacy management, and 3rd international conference on Autonomous spontaneous security
DPM'10/SETOP'10 Proceedings of the 5th international Workshop on data privacy management, and 3rd international conference on Autonomous spontaneous security
A user-oriented anonymization mechanism for public data
DPM'10/SETOP'10 Proceedings of the 5th international Workshop on data privacy management, and 3rd international conference on Autonomous spontaneous security
FAANST: fast anonymizing algorithm for numerical streaming data
DPM'10/SETOP'10 Proceedings of the 5th international Workshop on data privacy management, and 3rd international conference on Autonomous spontaneous security
Can the Utility of Anonymized Data be Used for Privacy Breaches?
ACM Transactions on Knowledge Discovery from Data (TKDD)
An efficient clustering algorithm for k-anonymisation
Journal of Computer Science and Technology
Distributed privacy preserving data collection
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Sanitizing microdata without leak: combining preventive and curative actions
ISPEC'11 Proceedings of the 7th international conference on Information security practice and experience
Quantifying fine-grained privacy risk and representativeness in medical data
Proceedings of the 2011 workshop on Data mining for medicine and healthcare
Privacy preservation for associative classification: an approximation algorithm
International Journal of Business Intelligence and Data Mining
Protecting privacy in data release
Foundations of security analysis and design VI
Privacy preservation in the dissemination of location data
ACM SIGKDD Explorations Newsletter
Privacy beyond single sensitive attribute
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Challenges in secure sensor-cloud computing
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
An approximate microaggregation approach for microdata protection
Expert Systems with Applications: An International Journal
Cloning for privacy protection in multiple independent data publications
Proceedings of the 20th ACM international conference on Information and knowledge management
Preserving privacy of moving objects via temporal clustering of spatio-temporal data streams
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
ACM Transactions on Intelligent Systems and Technology (TIST)
k-Anonymous Decision Tree Induction
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
On robust and effective k-anonymity in large databases
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A K-anonymizing approach for preventing link attacks in data publishing
ISPA'05 Proceedings of the 2005 international conference on Parallel and Distributed Processing and Applications
Data anonymization using an improved utility measurement
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Priority-Based k-anonymity accomplished by weighted generalisation structures
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Achieving k-anonymity by clustering in attribute hierarchical structures
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
On t-closeness with KL-divergence and semantic privacy
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
Privacy streamliner: a two-stage approach to improving algorithm efficiency
Proceedings of the second ACM conference on Data and Application Security and Privacy
An information theoretic privacy and utility measure for data sanitization mechanisms
Proceedings of the second ACM conference on Data and Application Security and Privacy
An effective approach for hiding sensitive knowledge in data publishing
WAIM '06 Proceedings of the 7th international conference on Advances in Web-Age Information Management
Limiting disclosure of sensitive data in sequential releases of databases
Information Sciences: an International Journal
Emergency Access Authorization for Personally Controlled Online Health Care Data
Journal of Medical Systems
Indistinguishability: the other aspect of privacy
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Secure anonymization for incremental datasets
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Information disclosure by XPath queries
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Towards a more reasonable generalization cost metric for k-anonymization
BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
Towards an anti-inference (k, ℓ)-anonymity model with value association rules
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Preserving user location privacy in mobile data management infrastructures
PET'06 Proceedings of the 6th international conference on Privacy Enhancing Technologies
Privacy in the electronic society
ICISS'06 Proceedings of the Second international conference on Information Systems Security
Hiding emerging patterns with local recoding generalization
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Satisfying privacy requirements: one step before anonymization
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Utility-preserving transaction data anonymization with low information loss
Expert Systems with Applications: An International Journal
Secure distributed computation of anonymized views of shared databases
ACM Transactions on Database Systems (TODS)
A practical approximation algorithm for optimal k-anonymity
Data Mining and Knowledge Discovery
k-Concealment: An Alternative Model of k-Type Anonymity
Transactions on Data Privacy
On the identity anonymization of high-dimensional rating data
Concurrency and Computation: Practice & Experience
Information based data anonymization for classification utility
Data & Knowledge Engineering
n-confusion: a generalization of k-anonymity
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Privacy preservation by disassociation
Proceedings of the VLDB Endowment
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
A novel framework for preserving privacy of data using correlation analysis
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Publishing microdata with a robust privacy guarantee
Proceedings of the VLDB Endowment
Proceedings of the Sixth International Workshop on Data Mining for Online Advertising and Internet Economy
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
Improvements on a privacy-protection algorithm for DNA sequences with generalization lattices
Computer Methods and Programs in Biomedicine
An automated data utility clustering methodology using data constraint rules
Proceedings of the 2012 international workshop on Smart health and wellbeing
ICTAC'12 Proceedings of the 9th international conference on Theoretical Aspects of Computing
A Knowledge Model Sharing Based Approach to Privacy-Preserving Data Mining
Transactions on Data Privacy
An Enhanced Utility-Driven Data Anonymization Method
Transactions on Data Privacy
Protecting User Privacy Better with Query l-Diversity
International Journal of Information Security and Privacy
Optimizing Privacy-Accuracy Tradeoff for Privacy Preserving Distance-Based Classification
International Journal of Information Security and Privacy
Anonymizing classification data using rough set theory
Knowledge-Based Systems
Priority driven k-anonymisation for privacy protection
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Journal of Computer and System Sciences
AIM: a new privacy preservation algorithm for incomplete microdata based on anatomy
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
Utility-maximizing event stream suppression
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Fast clustering-based anonymization approaches with time constraints for data streams
Knowledge-Based Systems
The hardness of (ε, m)-anonymity
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
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
MAGE: A semantics retaining K-anonymization method for mixed data
Knowledge-Based Systems
Journal of Computer Security
| Hi-index | 0.01 |
A number of organizations publish microdata for purposes such as public health and demographic research. Although attributes that clearly identify individuals, such as Name and Social Security Number, are generally removed, these databases can sometimes be joined with other public databases on attributes such as Zipcode, Sex, and Birthdate to re-identify individuals who were supposed to remain anonymous. "Joining" attacks are made easier by the availability of other, complementary, databases over the Internet.K-anonymization is a technique that prevents joining attacks by generalizing and/or suppressing portions of the released microdata so that no individual can be uniquely distinguished from a group of size k. In this paper, we provide a practical framework for implementing one model of k-anonymization, called full-domain generalization. We introduce a set of algorithms for producing minimal full-domain generalizations, and show that these algorithms perform up to an order of magnitude faster than previous algorithms on two real-life databases.Besides full-domain generalization, numerous other models have also been proposed for k-anonymization. The second contribution in this paper is a single taxonomy that categorizes previous models and introduces some promising new alternatives.