k-anonymity: a model for protecting privacy

Authors:
Latanya Sweeney
Affiliations:
School of Computer Science, Carnegie Mellon University, Pittsburgh, Pennsylvania
Venue:
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Year:
2002

Citing 6
Cited 770

Security and inference in multilevel database and knowledge-base systems

SIGMOD '87 Proceedings of the 1987 ACM SIGMOD international conference on Management of data
Principles of database and knowledge-base systems, Vol. I

Principles of database and knowledge-base systems, Vol. I
The tracker: a threat to statistical database security

ACM Transactions on Database Systems (TODS)
Cryptography and data security

Cryptography and data security
Controlling FD and MVD Inferences in Multilevel Relational Database Systems

IEEE Transactions on Knowledge and Data Engineering
Detection and Elimination of Inference Channels in Multilevel Relational Database Systems

SP '93 Proceedings of the 1993 IEEE Symposium on Security and Privacy

Achieving k-anonymity privacy protection using generalization and suppression

International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
k-anonymous message transmission

Proceedings of the 10th ACM conference on Computer and communications security
An architecture for privacy-sensitive ubiquitous computing

Proceedings of the 2nd international conference on Mobile systems, applications, and services
A formal analysis of information disclosure in data exchange

SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
k-TTP: a new privacy model for large-scale distributed environments

Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
How (not) to protect genomic data privacy in a distributed network: using trail re-identification to evaluate and design anonymity protection systems

Journal of Biomedical Informatics
An identifiability-based access control model for privacy protection in open systems

Proceedings of the 2004 ACM workshop on Privacy in the electronic society
k-anonymous secret handshakes with reusable credentials

Proceedings of the 11th ACM conference on Computer and communications security
Data Obfuscation: Anonymity and Desensitization of Usable Data Sets

IEEE Security and Privacy
Preserving Privacy by De-Identifying Face Images

IEEE Transactions on Knowledge and Data Engineering
Privacy and Rationality in Individual Decision Making

IEEE Security and Privacy
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
Privacy-enhancing k-anonymization of customer data

Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Incognito: efficient full-domain K-anonymity

Proceedings of the 2005 ACM SIGMOD international conference on Management of data
To do or not to do: the dilemma of disclosing anonymized data

Proceedings of the 2005 ACM SIGMOD international conference on Management of data
AO2P: Ad Hoc On-Demand Position-Based Private Routing Protocol

IEEE Transactions on Mobile Computing
Anonymity-preserving data collection

Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Protecting privacy in tabular healthcare data: explicit uncertainty for disclosure control

Proceedings of the 2005 ACM workshop on Privacy in the electronic society
Information revelation and privacy in online social networks

Proceedings of the 2005 ACM workshop on Privacy in the electronic society
Mobile traffic sensor network versus motion-MIX: tracing and protecting mobile wireless nodes

Proceedings of the 3rd ACM workshop on Security of ad hoc and sensor networks
Random Projection-Based Multiplicative Data Perturbation for Privacy Preserving Distributed Data Mining

IEEE Transactions on Knowledge and Data Engineering
Blocking Anonymity Threats Raised by Frequent Itemset Mining

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Achieving Privacy in Trust Negotiations with an Ontology-Based Approach

IEEE Transactions on Dependable and Secure Computing
Privacy-enhanced linking

ACM SIGKDD Explorations Newsletter
Micro-views, or on how to protect privacy while enhancing data usability: concepts and challenges

ACM SIGMOD Record
Towards low-perturbation anonymity preserving pattern discovery

Proceedings of the 2006 ACM symposium on Applied computing
Privacy via pseudorandom sketches

Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Achieving anonymity via clustering

Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
On the efficiency of checking perfect privacy

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
A crossover operator for the k- anonymity problem

Proceedings of the 8th annual conference on Genetic and evolutionary computation
You are what you say: privacy risks of public mentions

SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient anonymity-preserving data collection

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
Utility-based anonymization using local recoding

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A reconstruction-based algorithm for classification rules hiding

ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
Efficient multivariate data-oriented microaggregation

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
Structuring anonymity metrics

Proceedings of the second ACM workshop on Digital identity management
On the effectiveness of k;-anonymity against traffic analysis and surveillance

Proceedings of the 5th ACM workshop on Privacy in electronic society
Revisiting the uniqueness of simple demographics in the US population

Proceedings of the 5th ACM workshop on Privacy in electronic society
Achieving privacy in mesh networks

Proceedings of the fourth ACM workshop on Security of ad hoc and sensor networks
How to win the clonewars: efficient periodic n-times anonymous authentication

Proceedings of the 13th ACM conference on Computer and communications security
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
Countering Terrorism through Information and Privacy Protection Technologies

IEEE Security and Privacy
L-diversity: Privacy beyond k-anonymity

ACM Transactions on Knowledge Discovery from Data (TKDD)
A formal analysis of information disclosure in data exchange

Journal of Computer and System Sciences
An epistemic framework for privacy protection in database linking

Data & Knowledge Engineering
Privacy-preserving collaborative association rule mining

Journal of Network and Computer Applications
Utility-based anonymization for privacy preservation with less information loss

ACM SIGKDD Explorations Newsletter
A Data Disclosure Policy for Count Data Based on the COM-Poisson Distribution

Management Science
Wherefore art thou r3579x?: anonymized social networks, hidden patterns, and structural steganography

Proceedings of the 16th international conference on World Wide Web
PRIVE: anonymous location-based queries in distributed mobile systems

Proceedings of the 16th international conference on World Wide Web
Privacy-enhancing personalized web search

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
GhostDB: querying visible and hidden data without leaks

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
An Identity-Free and On-Demand Routing Scheme against Anonymity Threats in Mobile Ad Hoc Networks

IEEE Transactions on Mobile Computing
Range search on multidimensional uncertain data

ACM Transactions on Database Systems (TODS)
Privacy protection in personalized search

ACM SIGIR Forum
Privacy-preserving distributed association rule mining via semi-trusted mixer

Data & Knowledge Engineering
A computational model to protect patient data from location-based re-identification

Artificial Intelligence in Medicine
Sanitization models and their limitations

NSPW '06 Proceedings of the 2006 workshop on New security paradigms
Constraint-driven clustering

Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
TFRP: An efficient microaggregation algorithm for statistical disclosure control

Journal of Systems and Software
Editorial: Some issues in privacy data management

Data & Knowledge Engineering
Enabling access-privacy for random walk based data analysis applications

Data & Knowledge Engineering
Private distributed collaborative filtering using estimated concordance measures

Proceedings of the 2007 ACM conference on Recommender systems
Physical Access Control for Captured RFID Data

IEEE Pervasive Computing
Security and Privacy in Pervasive Computing

IEEE Pervasive Computing
Preventing Location-Based Identity Inference in Anonymous Spatial Queries

IEEE Transactions on Knowledge and Data Engineering
Linkability estimation between subjects and message contents using formal concepts

Proceedings of the 2007 ACM workshop on Digital identity management
Information disclosure under realistic assumptions: privacy versus optimality

Proceedings of the 14th ACM conference on Computer and communications security
Vision paper: enabling privacy for the paranoids

VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
An Analysis Study on Zone-Based Anonymous Communication in Mobile Ad Hoc Networks

IEEE Transactions on Dependable and Secure Computing
k-Unlinkability: A privacy protection model for distributed data

Data & Knowledge Engineering
End-user privacy in human-computer interaction

Foundations and Trends in Human-Computer Interaction
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
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
GhostDB: hiding data from prying eyes

VLDB '07 Proceedings of the 33rd international conference on Very large data bases
A polynomial-time approximation to optimal multivariate microaggregation

Computers & Mathematics with Applications
Statistical disclosure control architectures for patient records in biomedical information systems

Journal of Biomedical Informatics
Protecting Location Privacy with Personalized k-Anonymity: Architecture and Algorithms

IEEE Transactions on Mobile Computing
Location anonymity in continuous location-based services

Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Better bug reporting with better privacy

Proceedings of the 13th international conference on Architectural support for programming languages and operating systems
Towards optimal k-anonymization

Data & Knowledge Engineering
Information accountability

Communications of the ACM - Organic user interfaces
Anonymity protocols as noisy channels

Information and Computation
Anonymity for continuous data publishing

EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
A TTP-free protocol for location privacy in location-based services

Computer Communications
A unified framework for protecting sensitive association rules in business collaboration

International Journal of Business Intelligence and Data Mining
Extended RBAC-based design and implementation for a secure data warehouse

International Journal of Business Intelligence and Data Mining
Privacy preserving data obfuscation for inherently clustered data

International Journal of Information and Computer Security
Detection and surveillance technologies: privacy-related requirements and protection schemes

International Journal of Electronic Security and Digital Forensics
Can Ferris Bueller still have his day off? protecting privacy in the wireless era

HOTOS'07 Proceedings of the 11th USENIX workshop on Hot topics in operating systems
Efficient signature schemes supporting redaction, pseudonymization, and data deidentification

Proceedings of the 2008 ACM symposium on Information, computer and communications security
Challenges and architectural approaches for authenticating mobile users

Proceedings of the 1st international workshop on Software architectures and mobility
Toward Community Sensing

IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
Dynamic anonymization: accurate statistical analysis with privacy preservation

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
Data reduction approach for sensitive associative classification rule hiding

ADC '08 Proceedings of the nineteenth conference on Australasian database - Volume 75
Anonysense: privacy-aware people-centric sensing

Proceedings of the 6th international conference on Mobile systems, applications, and services
An efficient clustering method for k-anonymization

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
A three-layered model to implement data privacy policies

Computer Standards & Interfaces
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)
Characterizing privacy in online social networks

Proceedings of the first workshop on Online social networks
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
Composition attacks and auxiliary information in data privacy

Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A survey of query log privacy-enhancing techniques from a policy perspective

ACM Transactions on the Web (TWEB)
On disclosure risk analysis of anonymized itemsets in the presence of prior knowledge

ACM Transactions on Knowledge Discovery from Data (TKDD)
A collection of privacy design patterns

Proceedings of the 2006 conference on Pattern languages of programs
Anonymisation of Swedish Clinical Data

AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine
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
A Probabilistic Framework for Building Privacy-Preserving Synopses of Multi-dimensional Data

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
Chattering Laptops

PETS '08 Proceedings of the 8th international symposium on Privacy Enhancing Technologies
Data Quality in Privacy Preservation for Associative Classification

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
BSGI: An Effective Algorithm towards Stronger l-Diversity

DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
A Robust Sampling-Based Framework for Privacy Preserving OLAP

DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Spatial generalisation algorithms for LBS privacy preservation

Journal of Location Based Services - Privacy Aware and Location-Based Mobile Services
Resisting structural re-identification in anonymized social networks

Proceedings of the VLDB Endowment
Privacy-preserving anonymization of set-valued data

Proceedings of the VLDB Endowment
Anonymizing bipartite graph data using safe groupings

Proceedings of the VLDB Endowment
Privacy preserving serial data publishing by role composition

Proceedings of the VLDB Endowment
On the disclosure risk of multivariate microaggregation

Data & Knowledge Engineering
Does enforcing anonymity mean decreasing data usefulness?

Proceedings of the 4th ACM workshop on Quality of protection
Yet another privacy metric for publishing micro-data

Proceedings of the 7th ACM workshop on Privacy in the electronic society
Privacy-safe network trace sharing via secure queries

Proceedings of the 1st ACM workshop on Network data anonymization
The risk-utility tradeoff for IP address truncation

Proceedings of the 1st ACM workshop on Network data anonymization
A survey of state-of-the-art in anonymity metrics

Proceedings of the 1st ACM workshop on Network data anonymization
Efficient techniques for document sanitization

Proceedings of the 17th ACM conference on Information and knowledge management
Data degradation: making private data less sensitive over time

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
Situation-Based Access Control: Privacy management via modeling of patient data access scenarios

Journal of Biomedical Informatics
BitBlender: light-weight anonymity for BitTorrent

Proceedings of the workshop on Applications of private and anonymous communications
Sharescape: an interface for place annotation

Proceedings of the 5th Nordic conference on Human-computer interaction: building bridges
Privacy: preserving trajectory collection

Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
A maximum entropy approach to feature selection in knowledge-based authentication

Decision Support Systems
Information Leakage in Optimal Anonymized and Diversified Data

Information Hiding
A Privacy-Protecting Business-Analytics Service for On-Line Transactions

International Journal of Electronic Commerce
Beyond User-to-User Access Control for Online Social Networks

ICICS '08 Proceedings of the 10th International Conference on Information and Communications Security
A Data Perturbation Method by Field Rotation and Binning by Averages Strategy for Privacy Preservation

IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Improving Microaggregation for Complex Record Anonymization

MDAI '08 Sabadell Proceedings of the 5th International Conference on Modeling Decisions for Artificial Intelligence
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
A Heuristic Data Reduction Approach for Associative Classification Rule Hiding

PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A Novel Heuristic Algorithm for Privacy Preserving of Associative Classification

PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends 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
Privacy-preserving naive Bayes classification on distributed data via semi-trusted mixers

Information Systems
Understanding the privacy-efficiency trade-off in location based queries

SPRINGL '08 Proceedings of the SIGSPATIAL ACM GIS 2008 International Workshop on Security and Privacy in GIS and LBS
Towards trajectory anonymization: a generalization-based approach

SPRINGL '08 Proceedings of the SIGSPATIAL ACM GIS 2008 International Workshop on Security and Privacy in GIS and LBS
Teaching database security and auditing

Proceedings of the 40th ACM technical symposium on Computer science education
Realtime location privacy via mobility prediction: creating confusion at crossroads

Proceedings of the 10th workshop on Mobile Computing Systems and Applications
Experimenting in mobile social contexts using JellyNets

Proceedings of the 10th workshop on Mobile Computing Systems and Applications
A network aware privacy model for online requests in trajectory data

Data & Knowledge Engineering
On the comparison of microdata disclosure control algorithms

Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Detecting privacy violations in database publishing using disjoint queries

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
HIDE: heterogeneous information DE-identification

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
Finding lists of people on the web

ACM SIGCAS Computers and Society
Importance partitioning in micro-aggregation

Computational Statistics & Data Analysis
Towards the evaluation of time series protection methods

Information Sciences: an International Journal
Mining probabilistic automata: a statistical view of sequential pattern mining

Machine Learning
Revelation on demand

Distributed and Parallel Databases
Cloaking locations for anonymous location based services: a hybrid approach

Geoinformatica
Adversarial-knowledge dimensions in data privacy

The VLDB Journal — The International Journal on Very Large Data Bases
Genetic algorithm-based clustering approach for k-anonymization

Expert Systems with Applications: An International Journal
Privacy preserving churn prediction

Proceedings of the 2009 ACM symposium on Applied Computing
Improving stream correlation attacks on anonymous networks

Proceedings of the 2009 ACM symposium on Applied Computing
Privately detecting bursts in streaming, distributed time series data

Data & Knowledge Engineering
Privacy-preserving data publishing for cluster analysis

Data & Knowledge Engineering
AnonySense: Opportunistic and Privacy-Preserving Context Collection

Pervasive '08 Proceedings of the 6th International Conference on Pervasive Computing
The union-split algorithm and cluster-based anonymization of social networks

Proceedings of the 4th International Symposium on Information, Computer, and Communications Security
Confidentiality-preserving distributed proofs of conjunctive queries

Proceedings of the 4th International Symposium on Information, Computer, and Communications Security
Security deciding in publishing views based on entropy

Proceedings of the 5th International ICST Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness
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 brief survey on anonymization techniques for privacy preserving publishing of social network data

ACM SIGKDD Explorations Newsletter
Privacy policy enforcement for health information data access

Proceedings of the 1st ACM international workshop on Medical-grade wireless networks
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
Private Queries and Trajectory Anonymization: a Dual Perspective on Location Privacy

Transactions on Data Privacy
Towards Trajectory Anonymization: a Generalization-Based Approach

Transactions on Data Privacy
Statistical Disclosure Control for Microdata Using the R-Package sdcMicro

Transactions on Data Privacy
Constrained Microaggregation: Adding Constraints for Data Editing

Transactions on Data Privacy
On the tradeoff between privacy and utility in data publishing

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Differentially private recommender systems: building privacy into the net

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Anonymizing healthcare data: a case study on the blood transfusion service

Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Anonymizing location-based RFID data

C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
k-Anonymous data collection

Information Sciences: an International Journal
Attacks on privacy and deFinetti's theorem

Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Secure kNN computation on encrypted databases

Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Privacy preservation of aggregates in hidden databases: why and how?

Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Anonymized data: generation, models, usage

Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
On the Anonymity of Home/Work Location Pairs

Pervasive '09 Proceedings of the 7th International Conference on Pervasive Computing
Location Diversity: Enhanced Privacy Protection in Location Based Services

LoCA '09 Proceedings of the 4th International Symposium on Location and Context Awareness
Geocode Matching and Privacy Preservation

Privacy, Security, and Trust in KDD
Data and Structural k-Anonymity in Social Networks

Privacy, Security, and Trust in KDD
A mobility camouflaging evaluation tool

Proceedings of the 47th Annual Southeast Regional Conference
Privacy in location-based services: a system architecture perspective

SIGSPATIAL Special
Privacy-Preserving Query Answering in Logic-based Information Systems

Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Masking Gateway for Enterprises

Languages: From Formal to Natural
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 preservation in wireless sensor networks: A state-of-the-art survey

Ad Hoc Networks
Sanitization's slippery slope: the design and study of a text revision assistant

Proceedings of the 5th Symposium on Usable Privacy and Security
Clustering-Based Frequency l-Diversity Anonymization

ISA '09 Proceedings of the 3rd International Conference and Workshops on Advances in Information Security and Assurance
On Distributed k-Anonymization

Fundamenta Informaticae
A Data Privacy Taxonomy

BNCOD 26 Proceedings of the 26th British National Conference on Databases: Dataspace: The Final Frontier
Spatial Cloaking Revisited: Distinguishing Information Leakage from Anonymity

SSTD '09 Proceedings of the 11th International Symposium on Advances in Spatial and Temporal Databases
Privacy preservation in data mining using hybrid perturbation methods: an application to bankruptcy prediction in banks

International Journal of Data Analysis Techniques and Strategies
Web Based Health Recommender System Using Rough Sets, Survival Analysis and Rule-Based Expert Systems

RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Privacy aware data sharing: balancing the usability and privacy of datasets

Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Privacy risks in health databases from aggregate disclosure

Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Social networks integration and privacy preservation using subgraph generalization

Proceedings of the ACM SIGKDD Workshop on CyberSecurity and Intelligence Informatics
Responsible Data Releases

ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
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
Design and implementation of S-MARKS: A secure middleware for pervasive computing applications

Journal of Systems and Software
(α, k)-anonymous data publishing

Journal of Intelligent Information Systems
Hiding stars with fireworks: location privacy through camouflage

Proceedings of the 15th annual international conference on Mobile computing and networking
Privacy-Preserving Computation and Verification of Aggregate Queries on Outsourced Databases

PETS '09 Proceedings of the 9th International Symposium on Privacy Enhancing Technologies
On the Optimal Placement of Mix Zones

PETS '09 Proceedings of the 9th International Symposium on Privacy Enhancing Technologies
Nearest Neighbor Tour Circuit Encryption Algorithm Based Random Isomap Reduction

ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known

ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
On the Trade-Off between User-Location Privacy and Queried-Location Privacy in Wireless Sensor Networks

ADHOC-NOW '09 Proceedings of the 8th International Conference on Ad-Hoc, Mobile and Wireless Networks
L-Cover: Preserving Diversity by Anonymity

SDM '09 Proceedings of the 6th VLDB Workshop on Secure Data Management
A utility-theoretic approach to privacy and personalization

AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Privately querying location-based services with SybilQuery

Proceedings of the 11th international conference on Ubiquitous computing
Casper*: Query processing for location services without compromising privacy

ACM Transactions on Database Systems (TODS)
PAD: privacy-area aware, dummy-based location privacy in mobile services

Proceedings of the Seventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
Formal anonymity models for efficient privacy-preserving joins

Data & Knowledge Engineering
Tree-Based Microaggregation for the Anonymization of Search Logs

WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Simulating low-latency anonymous networks

SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Privacy-Preserving Data Publishing

Foundations and Trends in Databases
An integrated framework for de-identifying unstructured medical data

Data & Knowledge Engineering
Navigational path privacy protection: navigational path privacy protection

Proceedings of the 18th ACM conference on Information and knowledge management
POkA: identifying pareto-optimal k-anonymous nodes in a domain hierarchy lattice

Proceedings of the 18th ACM conference on Information and knowledge management
Effective anonymization of query logs

Proceedings of the 18th ACM conference on Information and knowledge management
A framework for safely publishing communication traces

Proceedings of the 18th ACM conference on Information and knowledge management
Online anonymity for personalized web services

Proceedings of the 18th ACM conference on Information and knowledge management
Injecting purpose and trust into data anonymisation

Proceedings of the 18th ACM conference on Information and knowledge management
Structure preserving anonymization of router configuration data

IEEE Journal on Selected Areas in Communications - Special issue on network infrastructure configuration
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
Incremental privacy preservation for associative classification

Proceedings of the ACM first international workshop on Privacy and anonymity for very large databases
Identity disclosure protection: A data reconstruction approach for privacy-preserving data mining

Decision Support Systems
Feeling-based location privacy protection for location-based services

Proceedings of the 16th ACM conference on Computer and communications security
Distortion-based anonymity for continuous queries in location-based mobile services

Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
LBS (k, T)-anonymity: a spatio-temporal approach to anonymity for location-based service users

Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
A distortion-based metric for location privacy

Proceedings of the 8th ACM workshop on Privacy in the electronic society
StarClique: guaranteeing user privacy in social networks against intersection attacks

Proceedings of the 5th international conference on Emerging networking experiments and technologies
Privacy and consent in pervasive networks

Information Security Tech. Report
Privacy-preserving similarity-based text retrieval

ACM Transactions on Internet Technology (TOIT)
Density-based microaggregation for statistical disclosure control

Expert Systems with Applications: An International Journal
Against Classification Attacks: A Decision Tree Pruning Approach to Privacy Protection in Data Mining

Operations Research
The role of network trace anonymization under attack

ACM SIGCOMM Computer Communication Review
TIAMAT: a tool for interactive analysis of microdata anonymization techniques

Proceedings of the VLDB Endowment
Class-based graph anonymization for social network data

Proceedings of the VLDB Endowment
Anonymization of set-valued data via top-down, local generalization

Proceedings of the VLDB Endowment
k-automorphism: a general framework for privacy preserving network publication

Proceedings of the VLDB Endowment
Publishing naive Bayesian classifiers: privacy without accuracy loss

Proceedings of the VLDB Endowment
Micro-SOM: A Linear-Time Multivariate Microaggregation Algorithm Based on Self-Organizing Maps

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Formal Methods for Privacy

FM '09 Proceedings of the 2nd World Congress on Formal Methods
Anonymity and Censorship Resistance in Unstructured Overlay Networks

OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part I
Privacy in a Semantic Cloud: What's Trust Got to Do with It?

CloudCom '09 Proceedings of the 1st International Conference on Cloud Computing
Privacy of Value-Added Context-Aware Service Cloud

CloudCom '09 Proceedings of the 1st International Conference on Cloud Computing
Secure construction of k-unlinkable patient records from distributed providers

Artificial Intelligence in Medicine
Differential privacy with compression

ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 4
Opportunistic sensing: security challenges for the new paradigm

COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks
A measure of online social networks

COMSNETS'09 Proceedings of the First international conference on COMmunication Systems And NETworks
Poster Abstract: CacheCloak: enabling realtime location privacy for mobile users

ACM SIGMOBILE Mobile Computing and Communications Review
Anonymizing bipartite graph data using safe groupings

The VLDB Journal — The International Journal on Very Large Data Bases
A method of deciding the security in publishing views

WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
k-symmetry model for identity anonymization in social networks

Proceedings of the 13th International Conference on Extending Database Technology
Private record matching using differential privacy

Proceedings of the 13th International Conference on Extending Database Technology
The hardness and approximation algorithms for l-diversity

Proceedings of the 13th International Conference on Extending Database Technology
Preventing multi-query attack in location-based services

Proceedings of the third ACM conference on Wireless network security
Privacy-preserving data publishing: A survey of recent developments

ACM Computing Surveys (CSUR)
On the use of economic price theory to find the optimum levels of privacy and information utility in non-perturbative microdata anonymisation

Data & Knowledge Engineering
Lurking? cyclopaths?: a quantitative lifecycle analysis of user behavior in a geowiki

Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A practice-oriented framework for measuring privacy and utility in data sanitization systems

Proceedings of the 2010 EDBT/ICDT Workshops
Towards publishing recommendation data with predictive anonymization

ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Restoring compromised privacy in micro-data disclosure

ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Privacy-preserving sequential pattern release

PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Privacy-enhanced web personalization

The adaptive web
(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
Speeding up clustering-based k-anonymisation algorithms with pre-partitioning

BNCOD'07 Proceedings of the 24th British national conference on Databases
Granulation as a privacy protection mechanism

Transactions on rough sets VII
K-anonymization with minimal loss of information

ESA'07 Proceedings of the 15th annual European conference on Algorithms
A composite privacy protection model

IWSEC'07 Proceedings of the Security 2nd international conference on Advances in information and computer security
Generating microdata with p-sensitive k-anonymity property

SDM'07 Proceedings of the 4th VLDB conference on Secure data management
A three-dimensional conceptual framework for database privacy

SDM'07 Proceedings of the 4th VLDB conference on Secure data management
Practical issues on privacy-preserving health data mining

PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Efficient k-anonymization using clustering techniques

DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Protecting individual information against inference attacks in data publishing

DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Quality aware privacy protection for location-based services

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
MOBIHIDE: a mobilea peer-to-peer system for anonymous location-based queries

SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Enabling private continuous queries for revealed user locations

SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Risk & distortion based K-anonymity

WISA'07 Proceedings of the 8th international conference on Information security applications
Privacy protection on multiple sensitive attributes

ICICS'07 Proceedings of the 9th international conference on Information and communications security
K-anonymous multi-party secret handshakes

FC'07/USEC'07 Proceedings of the 11th International Conference on Financial cryptography and 1st International conference on Usable Security
Large-scale k-means clustering with user-centric privacy preservation

PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
The k-anonymity problem is hard

FCT'09 Proceedings of the 17th international conference on Fundamentals of computation theory
Simple dynamic key management in SQL randomization

NTMS'09 Proceedings of the 3rd international conference on New technologies, mobility and security
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
Verification of the security against inference attacks on XML databases

APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
Differential privacy: a survey of results

TAMC'08 Proceedings of the 5th international conference on Theory and applications of models of computation
An ad omnia approach to defining and achieving private data analysis

PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Probabilistic anonymity

PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Privacy-preserving sharing of horizontally-distributed private data for constructing accurate classifiers

PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Disclosing verifiable partial information of signed CDA documents using generalized redactable signatures

Healthcom'09 Proceedings of the 11th international conference on e-Health networking, applications and services
Privacy-preserving data mining: A feature set partitioning approach

Information Sciences: an International Journal
Using social networks to distort users' profiles generated by web search engines

Computer Networks: The International Journal of Computer and Telecommunications Networking
The price of privately releasing contingency tables and the spectra of random matrices with correlated rows

Proceedings of the forty-second ACM symposium on Theory of computing
Privacy-preserving query log mining for business confidentiality protection

ACM Transactions on the Web (TWEB)
Universally optimal privacy mechanisms for minimax agents

Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Towards an axiomatization of statistical privacy and utility

Proceedings of the twenty-ninth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
K-isomorphism: privacy preserving network publication against structural attacks

Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Load-balanced query dissemination in privacy-aware online communities

Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Differentially private aggregation of distributed time-series with transformation and encryption

Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
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
Supporting collaborative privacy-observant information sharing using RFID-tagged objects

Advances in Human-Computer Interaction
Anonymous biometric access control

EURASIP Journal on Information Security - Special issue on enhancing privacy protection in multimedia systems
Preserving privacy in participatory sensing systems

Computer Communications
Providing location privacy in pervasive computing through a hybrid mechanism

International Journal of Internet Technology and Secured Transactions
Human behavior and challenges of anonymizing WLAN traces

GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
A purpose-based privacy-aware system using privacy data graph

Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Measuring long-term location privacy in vehicular communication systems

Computer Communications
Privacy-aware traffic monitoring

IEEE Transactions on Intelligent Transportation Systems
P-Sensitive K-Anonymity with Generalization Constraints

Transactions on Data Privacy
Suppressing microdata to prevent classification based inference

The VLDB Journal — The International Journal on Very Large Data Bases
Optimal constraint-based decision tree induction from itemset lattices

Data Mining and Knowledge Discovery
Privacy issues in scientific workflow provenance

Proceedings of the 1st International Workshop on Workflow Approaches to New Data-centric Science
Facilitating discovery on the private web using dataset digests

International Journal of Metadata, Semantics and Ontologies
The demographics of web search

Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Privacy-preserving outsourcing support vector machines with random transformation

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
Freedom of Privacy: Anonymous Data Collection with Respondent-Defined Privacy Protection

INFORMS Journal on Computing
Privacy-preserving collaborative recommender systems

IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Adjoining classified and unclassified information by abstract interpretation

Journal of Computer Security
Comparison of microaggregation approaches on anonymized data quality

Expert Systems with Applications: An International Journal
Approximate algorithms with generalizing attribute values for k-anonymity

Information Systems
Harmonizing privacy with security principles and practices

IBM Journal of Research and Development
Dynamic masking of application displays using OCR technologies

IBM Journal of Research and Development
An online framework for publishing privacy-sensitive location traces

Proceedings of the Ninth ACM International Workshop on Data Engineering for Wireless and Mobile Access
Differentially-private network trace analysis

Proceedings of the ACM SIGCOMM 2010 conference
Degrees of anonymity in today's computing environments: decomposing complex processes for anonymity analysis

Proceedings of the Sixth Annual Workshop on Cyber Security and Information Intelligence Research
A systematic literature review of inference strategies

International Journal of Information and Computer Security
Airavat: security and privacy for MapReduce

NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
VPriv: protecting privacy in location-based vehicular services

SSYM'09 Proceedings of the 18th conference on USENIX security symposium
A flexible architecture for privacy-aware trust management

Journal of Theoretical and Applied Electronic Commerce Research
Centralized and Distributed Anonymization for High-Dimensional Healthcare Data

ACM Transactions on Knowledge Discovery from Data (TKDD)
Privacy vulnerability of published anonymous mobility traces

Proceedings of the sixteenth annual international conference on Mobile computing and networking
Online anonymity protection in computer-mediated communication

IEEE Transactions on Information Forensics and Security
Systematic clustering method for l-diversity model

ADC '10 Proceedings of the Twenty-First Australasian Conference on Database Technologies - Volume 104
M-score: estimating the potential damage of data leakage incident by assigning misuseability weight

Proceedings of the 2010 ACM workshop on Insider threats
Investigating privacy-aware distributed query evaluation

Proceedings of the 9th annual ACM workshop on Privacy in the electronic society
Unraveling an old cloak: k-anonymity for location privacy

Proceedings of the 9th annual ACM workshop on Privacy in the electronic society
Measuring risk and information preservation: toward new metrics for de-identification of clinical texts

Louhi '10 Proceedings of the NAACL HLT 2010 Second Louhi Workshop on Text and Data Mining of Health Documents
Privacy-preserving publication of trajectories using microaggregation

Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Show me how you move and I will tell you who you are

Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Privacy-aware regression modeling of participatory sensing data

Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Search-log anonymization and advertisement: are they mutually exclusive?

CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Balancing accuracy and privacy of OLAP aggregations on data cubes

DOLAP '10 Proceedings of the ACM 13th international workshop on Data warehousing and OLAP
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
I know what you will do next summer

ACM SIGCOMM Computer Communication Review
Resolving the complexity of some data privacy problems

ICALP'10 Proceedings of the 37th international colloquium conference on Automata, languages and programming: Part II
Synthesizing: art of anonymization

DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Beyond safe harbor: automatic discovery of health information de-identification policy alternatives

Proceedings of the 1st ACM International Health Informatics Symposium
Privacy-aware folksonomies

ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Uncertainty for anonymity and 2-dimensional range query distortion

PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
Semantic microaggregation for the anonymization of query logs

PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
Disclosure risk of synthetic population data with application in the case of EU-SILC

PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
Privacy-preserving record linkage

PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
On-the-fly hierarchies for numerical attributes in data anonymization

SDM'10 Proceedings of the 7th VLDB conference on Secure data management
eM²: an efficient member migration algorithm for ensuring k-anonymity and mitigating information loss

SDM'10 Proceedings of the 7th VLDB conference on Secure data management
A family of enhanced (L,α)-diversity models for privacy preserving data publishing

Future Generation Computer Systems
Ontology-driven web-based semantic similarity

Journal of Intelligent Information Systems
"But the data is already public": on the ethics of research in Facebook

Ethics and Information Technology
The Role of Ontologies in the Anonymization of Textual Variables

Proceedings of the 2010 conference on Artificial Intelligence Research and Development: Proceedings of the 13th International Conference of the Catalan Association for Artificial Intelligence
Achieving K-anonymity in mobile ad hoc networks

NPSEC'05 Proceedings of the First international conference on Secure network protocols
PETs and their users: a critical review of the potentials and limitations of the privacy as confidentiality paradigm

Identity in the Information Society
Relationships and data sanitization: a study in scarlet

Proceedings of the 2010 workshop on New security paradigms
Secure personal data servers: a vision paper

Proceedings of the VLDB Endowment
Cheetah: a high performance, custom data warehouse on top of MapReduce

Proceedings of the VLDB Endowment
Resisting structural re-identification in anonymized social networks

The VLDB Journal — The International Journal on Very Large Data Bases
A privacy policy conflict detection method for multi-owner privacy data protection

Electronic Commerce Research
Preventing range disclosure in k-anonymised data

Expert Systems with Applications: An International Journal
On the impossibility of cryptography alone for privacy-preserving cloud computing

HotSec'10 Proceedings of the 5th USENIX conference on Hot topics in security
Ontology-based anonymization of categorical values

MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
Towards semantic microaggregation of categorical data for confidential documents

MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
Output privacy in data mining

ACM Transactions on Database Systems (TODS)
Location privacy and resilience in wireless sensor networks querying

Computer Communications
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
On provenance and privacy

Proceedings of the 14th International Conference on Database Theory
"Don't trust anyone": Privacy protection for location-based services

Pervasive and Mobile Computing
AnonySense: A system for anonymous opportunistic sensing

Pervasive and Mobile Computing
Mixture of gaussian models and bayes error under differential privacy

Proceedings of the first ACM conference on Data and application security and privacy
An entropy approach to disclosure risk assessment: Lessons from real applications and simulated domains

Decision Support Systems
Privacy-preserving publishing microdata with full functional dependencies

Data & Knowledge Engineering
Unclouded vision

ICDCN'11 Proceedings of the 12th international conference on Distributed computing and networking
A utility-theoretic approach to privacy in online services

Journal of Artificial Intelligence Research
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
Anonymizing Set-Valued Social Data

GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
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
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
Surveillance, privacy and the law of requisite variety

DPM'10/SETOP'10 Proceedings of the 5th international Workshop on data privacy management, and 3rd international conference on Autonomous spontaneous security
Checking anonymity levels for anonymized data

ICDCIT'11 Proceedings of the 7th international conference on Distributed computing and internet technology
Location privacy protection on social networks

SBP'11 Proceedings of the 4th international conference on Social computing, behavioral-cultural modeling and prediction
Event handoff unobservability in WSN

iNetSec'10 Proceedings of the 2010 IFIP WG 11.4 international conference on Open research problems in network security
Design and analysis of a ranking approach to private location-based services

ACM Transactions on Database Systems (TODS)
Spatial cloaking for anonymous location-based services in mobile peer-to-peer environments

Geoinformatica
PCTA: privacy-constrained clustering-based transaction data anonymization

Proceedings of the 4th International Workshop on Privacy and Anonymity in the Information Society
Learning latent variable models from distributed and abstracted data

Information Sciences: an International Journal
Privacy and security in ubiquitous knowledge discovery

Ubiquitous knowledge discovery
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
Privacy-preserving Bayesian network parameter learning

CIMMACS'05 Proceedings of the 4th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
Privacy-aware collection of aggregate spatial data

Data & Knowledge Engineering
Privacy and security in ubiquitous knowledge discovery

Ubiquitous knowledge discovery
Parameterized complexity of k-anonymity: hardness and tractability

IWOCA'10 Proceedings of the 21st international conference on Combinatorial algorithms
Provenance views for module privacy

Proceedings of the thirtieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Data generation using declarative constraints

Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Privacy revelations for web and mobile apps

HotOS'13 Proceedings of the 13th USENIX conference on Hot topics in operating systems
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
kb-anonymity: a model for anonymized behaviour-preserving test and debugging data

Proceedings of the 32nd ACM SIGPLAN conference on Programming language design and implementation
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
Requirements for identity management from the perspective of multilateral interactions

Digital privacy
Anonymizing shortest paths on social network graphs

ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Utility-oriented K-anonymization on social networks

DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Distributed privacy preserving data collection

DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Anonymizing binary and small tables is hard to approximate

Journal of Combinatorial Optimization
Query-aware location anonymization for road networks

Geoinformatica
Short paper: PEPSI---privacy-enhanced participatory sensing infrastructure

Proceedings of the fourth ACM conference on Wireless network security
Transforming provenance using redaction

Proceedings of the 16th ACM symposium on Access control models and technologies
Caché: caching location-enhanced content to improve user privacy

MobiSys '11 Proceedings of the 9th international conference on Mobile systems, applications, and services
Sanitizing microdata without leak: combining preventive and curative actions

ISPEC'11 Proceedings of the 7th international conference on Information security practice and experience
CrowdLogging: distributed, private, and anonymous search logging

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Exploiting social networks to provide privacy in personalized web search

Journal of Systems and Software
Anonymous Search Histories Featuring Personalized Advertisement-Balancing Privacy with Economic Interests

Transactions on Data Privacy
Show Me How You Move and I Will Tell You Who You Are

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
Personal privacy vs population privacy: learning to attack anonymization

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
Protecting location privacy using location semantics

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Spatially regularized logistic regression for disease mapping on large moving populations

Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Differentially Private Empirical Risk Minimization

The Journal of Machine Learning Research
Quantifying fine-grained privacy risk and representativeness in medical data

Proceedings of the 2011 workshop on Data mining for medicine and healthcare
Testing software in age of data privacy: a balancing act

Proceedings of the 19th ACM SIGSOFT symposium and the 13th European conference on Foundations of software engineering
Privacy preservation for associative classification: an approximation algorithm

International Journal of Business Intelligence and Data Mining
Privacy Preserving OLAP over Distributed XML Data: A Theoretically-Sound Secure-Multiparty-Computation Approach

Journal of Computer and System Sciences
On the difficulty of achieving anonymity for Vehicle-2-X communication

Computer Networks: The International Journal of Computer and Telecommunications Networking
RAD: Recipient-anonymous data delivery based on public routing proxies

Computer Networks: The International Journal of Computer and Telecommunications Networking
Query processing in private data outsourcing using anonymization

DBSec'11 Proceedings of the 25th annual IFIP WG 11.3 conference on Data and applications security and privacy
Preserving privacy in structural neuroimages

DBSec'11 Proceedings of the 25th annual IFIP WG 11.3 conference on Data and applications security and privacy
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
A survey on privacy in mobile participatory sensing applications

Journal of Systems and Software
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
A privacy-aware framework for participatory sensing

ACM SIGKDD Explorations Newsletter
Dynamic anonymization for marginal publication

SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
A comparison of two different types of online social network from a data privacy perspective

MDAI'11 Proceedings of the 8th international conference on Modeling decisions for artificial intelligence
Pattern-guided data anonymization and clustering

MFCS'11 Proceedings of the 36th international conference on Mathematical foundations of computer science
On the complexity of the l-diversity problem

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
Privacy beyond single sensitive attribute

DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
On guaranteeing k-anonymity in location databases

DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
Privacy preserving tree augmented Naïve bayesian multi-party implementation on horizontally partitioned databases

TrustBus'11 Proceedings of the 8th international conference on Trust, privacy and security in digital business
Privacy measures for free text documents: bridging the gap between theory and practice

TrustBus'11 Proceedings of the 8th international conference on Trust, privacy and security in digital business
Privacy-preserving storage and access of medical data through pseudonymization and encryption

TrustBus'11 Proceedings of the 8th international conference on Trust, privacy and security in digital business
Publishing anonymous survey rating data

Data Mining and Knowledge Discovery
Quantifying privacy violations

SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
On-the-fly generalization hierarchies for numerical attributes revisited

SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
Sensorsafe: a framework for privacy-preserving management of personal sensory information

SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
An improved EDP algorithm to privacy protection in data mining

BI'11 Proceedings of the 2011 international conference on Brain informatics
Wherefore art thou R3579X?: anonymized social networks, hidden patterns, and structural steganography

Communications of the ACM
Data mining without data: a novel approach to privacy-preserving collaborative distributed data mining

Proceedings of the 10th annual ACM workshop on Privacy in the electronic society
I know where you live: analyzing privacy protection in public databases

Proceedings of the 10th annual ACM workshop on Privacy in the electronic society
Adversarial machine learning

Proceedings of the 4th ACM workshop on Security and artificial intelligence
Cloning for privacy protection in multiple independent data publications

Proceedings of the 20th ACM international conference on Information and knowledge management
Privacy-aware querying over sensitive trajectory data

Proceedings of the 20th ACM international conference on Information and knowledge management
Sharing graphs using differentially private graph models

Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
For sale : your data: by : you

Proceedings of the 10th ACM Workshop on Hot Topics in Networks
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
Differential privacy for location pattern mining

Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Sherlock holmes' evil twin: on the impact of global inference for online privacy

Proceedings of the 2011 workshop on New security paradigms workshop
Formal methods as a link between software code and legal rules

SEFM'11 Proceedings of the 9th international conference on Software engineering and formal methods
Facebook goes to the doctor

Proceedings of the 2011 Workshop on Governance of Technology, Information, and Policies
Privacy preserving via tree augmented naïve Bayesian classifier in multimedia database

Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Reciprocity attacks

Proceedings of the Seventh Symposium on Usable Privacy and Security
Terminal Backup, 3D Matching, and Covering Cubic Graphs

SIAM Journal on Computing
Weak k-anonymity: a low-distortion model for protecting privacy

ISC'06 Proceedings of the 9th international conference on Information Security
Protecting Privacy Against Record Linkage Disclosure: A Bounded Swapping Approach for Numeric Data

Information Systems Research
The tradeoffs of societal computing

Proceedings of the 10th SIGPLAN symposium on New ideas, new paradigms, and reflections on programming and software
An attacker's view of distance preserving maps for privacy preserving data mining

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
Do you trust your recommendations? an exploration of security and privacy issues in recommender systems

ETRICS'06 Proceedings of the 2006 international conference on Emerging Trends in Information and Communication Security
Anonymous user tracking for location-based community services

LoCA'06 Proceedings of the Second international conference on Location- and Context-Awareness
Preserving privacy on the searchable internet

Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
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
k-anonymous patterns

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Can attackers learn from samples?

SDM'05 Proceedings of the Second VDLB international conference on Secure Data Management
Suppressing microdata to prevent probabilistic classification based inference

SDM'05 Proceedings of the Second VDLB international conference on Secure Data Management
Cloud computing without seeing

Proceedings of the First International Workshop on Security and Privacy Preserving in e-Societies
Privacy enhancement in mobile data broadcasting environments

Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
The impact of data obfuscation on the accuracy of collaborative filtering

Expert Systems with Applications: An International Journal
Data anonymization using an improved utility measurement

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Uniqueness and how it impacts privacy in health-related social science datasets

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
An analytical solution for consent management in patient privacy preservation

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Authorization-Transparent access control for XML under the non-truman model

EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Achieving k-anonymity by clustering in attribute hierarchical structures

DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
A grc-based approach to social network data protection

RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
k-ARQ: k-anonymous ranking queries

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
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-preserving publishing data with full functional dependencies

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
Privacy and anonymization as a service: PASS

DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
Applied quantitative information flow and statistical databases

FAST'09 Proceedings of the 6th international conference on Formal Aspects in Security and Trust
Anonymizing tables

ICDT'05 Proceedings of the 10th international conference on Database Theory
Stalking online: on user privacy in social networks

Proceedings of the second ACM conference on Data and Application Security and Privacy
Privacy-Preserving database systems

Foundations of Security Analysis and Design III
Privacy-Preserving collaborative association rule mining

DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
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
On sketch based anonymization that satisfies differential privacy model

AI'10 Proceedings of the 23rd Canadian conference on Advances in Artificial Intelligence
A new k-anonymous message transmission protocol

WISA'04 Proceedings of the 5th international conference on Information Security Applications
Anonymity and roles associated with aggressive posts in an online forum

Computers in Human Behavior
A user-centric privacy framework for pervasive environments

OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part II
Limiting disclosure of sensitive data in sequential releases of databases

Information Sciences: an International Journal
On the anonymity of periodic location samples

SPC'05 Proceedings of the Second international conference on Security in Pervasive Computing
Private mining of association rules

ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Data distortion for privacy protection in a terrorist analysis system

ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Keeping Found Things Found: The Study and Practice of Personal Information Management: The Study and Practice of Personal Information Management

Keeping Found Things Found: The Study and Practice of Personal Information Management: The Study and Practice of Personal Information Management
Privacy aware publishing of successive location information in sensor networks

Future Generation Computer Systems
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
Privacy preservation and protection by extending generalized partial indices

BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
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
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
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
Privacy injector — automated privacy enforcement through aspects

PET'06 Proceedings of the 6th international conference on Privacy Enhancing Technologies
Preserving user location privacy in mobile data management infrastructures

PET'06 Proceedings of the 6th international conference on Privacy Enhancing Technologies
Microaggregation for database and location privacy

NGITS'06 Proceedings of the 6th international conference on Next Generation Information Technologies and Systems
Shadow: a middleware in pervasive computing environment for user controllable privacy protection

EuroSSC'06 Proceedings of the First European conference on Smart Sensing and Context
Balancing smartness and privacy for the ambient intelligence

EuroSSC'06 Proceedings of the First European conference on Smart Sensing and Context
Optimal multivariate 2-microaggregation for microdata protection: a 2-approximation

PSD'06 Proceedings of the 2006 CENEX-SDC project international conference on Privacy in Statistical Databases
A spatial cloaking framework based on range search for nearest neighbor search

DPM'09/SETOP'09 Proceedings of the 4th international workshop, and Second international conference on Data Privacy Management and Autonomous Spontaneous Security
Generalizations and extensions of redactable signatures with applications to electronic healthcare

CMS'10 Proceedings of the 11th IFIP TC 6/TC 11 international conference on Communications and Multimedia 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
Anonymity preserving techniques in trust negotiations

PET'05 Proceedings of the 5th international conference on Privacy Enhancing Technologies
Integrating utility into face de-identification

PET'05 Proceedings of the 5th 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
The impact of trace and adversary models on location privacy provided by K-anonymity

Proceedings of the First Workshop on Measurement, Privacy, and Mobility
Utility-preserving transaction data anonymization with low information loss

Expert Systems with Applications: An International Journal
User k-anonymity for privacy preserving data mining of query logs

Information Processing and Management: an International Journal
Preserving query privacy in urban sensing systems

ICDCN'12 Proceedings of the 13th international conference on Distributed Computing and Networking
Noiseless database privacy

ASIACRYPT'11 Proceedings of the 17th international conference on The Theory and Application of Cryptology and Information Security
Emphasizing ethics and privacy preservation in an undergraduate data mining course

Journal of Computing Sciences in Colleges
Providing group anonymity using wavelet transform

BNCOD'10 Proceedings of the 27th British national conference on Data Security and Security Data
Evaluating the privacy risk of location-based services

FC'11 Proceedings of the 15th international conference on Financial Cryptography and Data Security
Permutation anonymization: improving anatomy for privacy preservation in data publication

PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
G2C: cryptographic protocols from goal-driven specifications

TOSCA'11 Proceedings of the 2011 international conference on Theory of Security and Applications
Personalization and privacy: a survey of privacy risks and remedies in personalization-based systems

User Modeling and User-Adapted Interaction
More than modelling and hiding: towards a comprehensive view of Web mining and privacy

Data Mining and Knowledge Discovery
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
Utility-guided Clustering-based Transaction Data Anonymization

Transactions on Data Privacy
A Practical Differentially Private Random Decision Tree Classifier

Transactions on Data Privacy
Mobile Systems Privacy: 'MobiPriv' A Robust System for Snapshot or Continuous Querying Location Based Mobile Systems

Transactions on Data Privacy
Shortest path computation with no information leakage

Proceedings of the VLDB Endowment
GUPT: privacy preserving data analysis made easy

SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Aggregate suppression for enterprise search engines

SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Fast track article: Balancing behavioral privacy and information utility in sensory data flows

Pervasive and Mobile Computing
Towards statistical queries over distributed private user data

NSDI'12 Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation
Koi: a location-privacy platform for smartphone apps

NSDI'12 Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation
Information fusion in data privacy: A survey

Information Fusion
Privacy protection of textual attributes through a semantic-based masking method

Information Fusion
Medical privacy protection based on granular computing

Artificial Intelligence in Medicine
Fake injection strategies for private phonetic matching

DPM'11 Proceedings of the 6th international conference, and 4th international conference on Data Privacy Management and Autonomous Spontaneus Security
The loss of location privacy in the cellular age

Communications of the ACM
A historical probability based noise generation strategy for privacy protection in cloud computing

Journal of Computer and System Sciences
Microaggregation- and permutation-based anonymization of movement data

Information Sciences: an International Journal
Reference table based k-anonymous private blocking

Proceedings of the 27th Annual ACM Symposium on Applied Computing
Provable de-anonymization of large datasets with sparse dimensions

POST'12 Proceedings of the First international conference on Principles of Security and Trust
Data privacy against composition attack

DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Semi-Edge anonymity: graph publication when the protection algorithm is available

DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
On the identity anonymization of high-dimensional rating data

Concurrency and Computation: Practice & Experience
Efficient and Practical Approach for Private Record Linkage

Journal of Data and Information Quality (JDIQ)
Survey: DNA-inspired information concealing: A survey

Computer Science Review
Information based data anonymization for classification utility

Data & Knowledge Engineering
SecTTS: A secure track & trace system for RFID-enabled supply chains

Computers in Industry
Towards planet-scale localization on smartphones with a partial radiomap

Proceedings of the 4th ACM international workshop on Hot topics in planet-scale measurement
A Time-Series Pattern Based Noise Generation Strategy for Privacy Protection in Cloud Computing

CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
n-confusion: a generalization of k-anonymity

Proceedings of the 2012 Joint EDBT/ICDT Workshops
A context-aware scheme for privacy-preserving location-based services

Computer Networks: The International Journal of Computer and Telecommunications Networking
A dynamic logic for privacy compliance

Artificial Intelligence and Law - Special issue on Deontic Logic and Normative Systems
Privacy preservation by disassociation

Proceedings of the VLDB Endowment
Privacy and utility for defect prediction: experiments with MORPH

Proceedings of the 34th International Conference on Software Engineering
Societal computing

Proceedings of the 34th International Conference on Software Engineering
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
Differential identifiability

Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Analyzing characteristic host access patterns for re-identification of web user sessions

NordSec'10 Proceedings of the 15th Nordic conference on Information Security Technology for Applications
Methods for privacy protection considering status of service provider and user community

NordSec'11 Proceedings of the 16th Nordic conference on Information Security Technology for Applications
Location privacy in relation to trusted peers

STM'11 Proceedings of the 7th international conference on Security and Trust Management
Clustering-Based k-anonymity

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Detecting dependencies in an anonymized dataset

Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Privacy preserving social network publication on bipartite graphs

WISTP'12 Proceedings of the 6th IFIP WG 11.2 international conference on Information Security Theory and Practice: security, privacy and trust in computing systems and ambient intelligent ecosystems
Privacy bubbles: user-centered privacy control for mobile content sharing applications

WISTP'12 Proceedings of the 6th IFIP WG 11.2 international conference on Information Security Theory and Practice: security, privacy and trust in computing systems and ambient intelligent ecosystems
PrivBasis: frequent itemset mining with differential privacy

Proceedings of the VLDB Endowment
Have your cake and eat it too!: preserving privacy while achieving high behavioral targeting performance

Proceedings of the Sixth International Workshop on Data Mining for Online Advertising and Internet Economy
CMOA: continuous moving object anonymization

Proceedings of the 16th International Database Engineering & Applications Sysmposium
Usage data in web search: benefits and limitations

SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
Sensitive label privacy protection on social network data

SSDBM'12 Proceedings of the 24th international conference on Scientific and Statistical Database Management
Logics for security and privacy

DBSec'12 Proceedings of the 26th Annual IFIP WG 11.3 conference on Data and Applications Security and Privacy
Privacy consensus in anonymization systems via game theory

DBSec'12 Proceedings of the 26th Annual IFIP WG 11.3 conference on Data and Applications Security and Privacy
Distributed data federation without disclosure of user existence

DBSec'12 Proceedings of the 26th Annual IFIP WG 11.3 conference on Data and Applications Security and Privacy
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
On Distributed k-Anonymization

Fundamenta Informaticae
Privacy-preserving social plugins

Security'12 Proceedings of the 21st USENIX conference on Security symposium
An algorithm for k-anonymity-based fingerprinting

IWDW'11 Proceedings of the 10th international conference on Digital-Forensics and Watermarking
Improvements on a privacy-protection algorithm for DNA sequences with generalization lattices

Computer Methods and Programs in Biomedicine
Understanding identity exposure in pervasive computing environments

Pervasive and Mobile Computing
Privacy in mobile technology for personal healthcare

ACM Computing Surveys (CSUR)
Privacy-preserving deletion to generalization-based anonymous database

Proceedings of the CUBE International Information Technology Conference
A clustering approach for structural k-anonymity in social networks using genetic algorithm

Proceedings of the CUBE International Information Technology Conference
An information theoretic framework for web inference detection

Proceedings of the 5th ACM workshop on Security and artificial intelligence
Knowledge-based scheme to create privacy-preserving but semantically-related queries for web search engines

Information Sciences: an International Journal
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
DJoin: differentially private join queries over distributed databases

OSDI'12 Proceedings of the 10th USENIX conference on Operating Systems Design and Implementation
An automated data utility clustering methodology using data constraint rules

Proceedings of the 2012 international workshop on Smart health and wellbeing
Differentially private top-k query over MapReduce

Proceedings of the fourth international workshop on Cloud data management
Privacy preserving K-Medoids clustering: an approach towards securing data in Mobile cloud architecture

Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Privacy protection in location-based services through a public-key privacy homomorphism

EuroPKI'07 Proceedings of the 4th European conference on Public Key Infrastructure: theory and practice
A stab at approximating minimum subadditive join

WADS'07 Proceedings of the 10th international conference on Algorithms and Data Structures
Clustering-based k-anonymisation algorithms

DEXA'07 Proceedings of the 18th international conference on Database and Expert Systems Applications
A modification of the k-means method for quasi-unsupervised learning

Knowledge-Based Systems
Data privacy using MASKETEER™

ICTAC'12 Proceedings of the 9th international conference on Theoretical Aspects of Computing
A probabilistic hybrid logic for sanitized information systems

SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty Management
Context-aware efficient message propagation

Proceedings of the 11th International Workshop on Adaptive and Reflective Middleware
Formalising security in ubiquitous and cloud scenarios

CISIM'12 Proceedings of the 11th IFIP TC 8 international conference on Computer Information Systems and Industrial Management
On sampling, anonymization, and differential privacy or, k-anonymization meets differential privacy

Proceedings of the 7th ACM Symposium on Information, Computer and Communications Security
Recursive partitioning and summarization: a practical framework for differentially private data publishing

Proceedings of the 7th ACM Symposium on Information, Computer and Communications Security
n-cycle swapping for the American community survey

PSD'12 Proceedings of the 2012 international conference on Privacy in Statistical Databases
Document sanitization: measuring search engine information loss and risk of disclosure for the wikileaks cables

PSD'12 Proceedings of the 2012 international conference on Privacy in Statistical Databases
On computational anonymity

PSD'12 Proceedings of the 2012 international conference on Privacy in Statistical Databases
"Better than nothing" privacy with bloom filters: to what extent?

PSD'12 Proceedings of the 2012 international conference on Privacy in Statistical Databases
Hilbert-order based spatial cloaking algorithm in road network

Concurrency and Computation: Practice & Experience
Non-interactive differential privacy: a survey

Proceedings of the First International Workshop on Open Data
Breaching Euclidean distance-preserving data perturbation using few known inputs

Data & Knowledge Engineering
An Enhanced Utility-Driven Data Anonymization Method

Transactions on Data Privacy
t-Plausibility: Generalizing Words to Desensitize Text

Transactions on Data Privacy
Privacy aware trajectory determination in road traffic networks

Proceedings of the 20th International Conference on Advances in Geographic Information Systems
High stakes: designing a privacy preserving registry

FC'12 Proceedings of the 16th international conference on Financial Cryptography and Data Security
Comparing random-based and k-anonymity-based algorithms for graph anonymization

MDAI'12 Proceedings of the 9th international conference on Modeling Decisions for Artificial Intelligence
r-Anonymized clustering

ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
Privacy protection in social networks using l-diversity

ICICS'12 Proceedings of the 14th international conference on Information and Communications Security
Optimal univariate microaggregation with data suppression

Journal of Systems and Software
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
Privacy by design: a formal framework for the analysis of architectural choices

Proceedings of the third ACM conference on Data and application security and privacy
A clustering-based approach for personalized privacy preserving publication of moving object trajectory data

NSS'12 Proceedings of the 6th international conference on Network and System Security
Differential privacy data release through adding noise on average value

NSS'12 Proceedings of the 6th international conference on Network and System Security
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
Radiator: context propagation based on delayed aggregation

Proceedings of the 2013 conference on Computer supported cooperative work
Differential private trajectory protection of moving objects

Proceedings of the Third ACM SIGSPATIAL International Workshop on GeoStreaming
A privacy-aware location cloaking technique reducing bandwidth consumption in location-based services

Proceedings of the Third ACM SIGSPATIAL International Workshop on Querying and Mining Uncertain Spatio-Temporal Data
Evaluation of a perturbation-based technique for privacy preservation in a multi-party clustering scenario

Information Sciences: an International Journal
A framework for context-aware privacy of sensor data on mobile systems

Proceedings of the 14th Workshop on Mobile Computing Systems and Applications
Share with strangers: Privacy bubbles as user-centered privacy control for mobile content sharing applications

Information Security Tech. Report
A propagation model for provenance views of public/private workflows

Proceedings of the 16th International Conference on Database Theory
A cooperative method for privacy preservation in real-time location monitoring services

Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Lightweight privacy-preserving peer-to-peer data integration

Proceedings of the VLDB Endowment
Priority driven k-anonymisation for privacy protection

AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
Studying genotype-phenotype attack on k-anonymised medical and genomic data

AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
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
Updating outsourced anatomized private databases

Proceedings of the 16th International Conference on Extending Database Technology
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
Privacy protection in personalized web search: a peer group-based approach

SBP'13 Proceedings of the 6th international conference on Social Computing, Behavioral-Cultural Modeling and Prediction
A privacy framework: indistinguishable privacy

Proceedings of the Joint EDBT/ICDT 2013 Workshops
Anonymizing sequential releases under arbitrary updates

Proceedings of the Joint EDBT/ICDT 2013 Workshops
Semantic search log k-anonymization with generalized k-cores of query concept graph

ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
A versatile tool for privacy-enhanced web search

ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Re-identification of Smart Meter data

Personal and Ubiquitous Computing
Multi-agent based middleware for protecting privacy in IPTV content recommender services

Multimedia Tools and Applications
A semantic framework to protect the privacy of electronic health records with non-numerical attributes

Journal of Biomedical Informatics
A Web Architecture Based on Physical Data Separation Supporting Privacy Protection in Medical Research

International Journal of Reliable and Quality E-Healthcare
Class-Restricted Clustering and Microperturbation for Data Privacy

Management Science
Utility-maximizing event stream suppression

Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
IFDB: decentralized information flow control for databases

Proceedings of the 8th ACM European Conference on Computer Systems
Crafting a balance between big data utility and protection in the semantic data cloud

Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics
A taxonomy of privacy-preserving record linkage techniques

Information Systems
Privacy-friendly tasking and trading of energy in smart grids

Proceedings of the 28th Annual ACM Symposium on Applied Computing
Towards a private vector space model for confidential documents

Proceedings of the 28th Annual ACM Symposium on Applied Computing
Fast clustering-based anonymization approaches with time constraints for data streams

Knowledge-Based Systems
Publishing trajectories with differential privacy guarantees

Proceedings of the 25th International Conference on Scientific and Statistical Database Management
SplitX: high-performance private analytics

Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
Privacy preserving release of blogosphere data in the presence of search engines

Information Processing and Management: an International Journal
A cloud-based consumer-centric architecture for energy data analytics

Proceedings of the fourth international conference on Future energy systems
Developing privacy solutions for sharing and analysing healthcare data

International Journal of Business Information Systems
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
An algorithm for k-degree anonymity on large networks

Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Fine-grained sharing of sensed physical activity: a value sensitive approach

Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
GASNA: greedy algorithm for social network anonymization

Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Parameterized complexity of k-anonymity: hardness and tractability

Journal of Combinatorial Optimization
Efficient two-party private blocking based on sorted nearest neighborhood clustering

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Privacy-preserving screen capture: Towards closing the loop for health IT usability

Journal of Biomedical Informatics
Preserving location privacy without exact locations in mobile services

Frontiers of Computer Science: Selected Publications from Chinese Universities
An efficient and robust privacy protection technique for massive streaming choice-based information

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Role-and relationship-based identity management for privacy-enhanced E-Iearning

International Journal of Artificial Intelligence in Education
Incremental processing and indexing for k, e-anonymisation

International Journal of Information and Computer Security
Membership privacy: a unifying framework for privacy definitions

Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security
On the challenges of balancing privacy and utility of open health data

Joint Proceedings of the Workshop on AI Problems and Approaches for Intelligent Environments and Workshop on Semantic Cities
k-subscription: privacy-preserving microblogging browsing through obfuscation

Proceedings of the 29th Annual Computer Security Applications Conference
DiffR-Tree: a differentially private spatial index for OLAP query

WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
The hardness of (ε, m)-anonymity

WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
VICUS: a noise addition technique for categorical data

AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
Privacy vulnerability of published anonymous mobility traces

IEEE/ACM Transactions on Networking (TON)
Using safety constraint for transactional dataset anonymization

DBSec'13 Proceedings of the 27th international conference on Data and Applications Security and Privacy XXVII
Efficient Time-Stamped Event Sequence Anonymization

ACM Transactions on the Web (TWEB)
Securing computer hardware using 3D integrated circuit (IC) technology and split manufacturing for obfuscation

SEC'13 Proceedings of the 22nd USENIX conference on Security
de-linkability: a privacy-preserving constraint for safely outsourcing multimedia documents

Proceedings of the Fifth International Conference on Management of Emergent Digital EcoSystems
SPARSI: partitioning sensitive data amongst multiple adversaries

Proceedings of the VLDB Endowment
Mining frequent patterns with differential privacy

Proceedings of the VLDB Endowment
Privacy intrusiveness and web audiences: Empirical evidence

Telecommunications Policy
A new tool for sharing and querying of clinical documents modeled using HL7 Version 3 standard

Computer Methods and Programs in Biomedicine
Account Reachability: A Measure of Privacy Risk for Exposure of a User's Multiple SNS Accounts

Proceedings of International Conference on Information Integration and Web-based Applications & Services
Process Decomposition Based on Semantics and Privacy-Aware Requirements-Driven Approach

Proceedings of International Conference on Information Integration and Web-based Applications & Services
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
A query scrambler for search privacy on the internet

Information Retrieval
W3-privacy: understanding what, when, and where inference channels in multi-camera surveillance video

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
Graph publication when the protection algorithm is available

Data & Knowledge Engineering
A near-optimal algorithm for differentially-private principal components

The Journal of Machine Learning Research
Measuring the privacy of user profiles in personalized information systems

Future Generation Computer Systems
Privacy Provisioning in Wireless Sensor Networks

Wireless Personal Communications: An International Journal
Multivariate microaggregation by iterative optimization

Applied Intelligence
A generic and distributed privacy preserving classification method with a worst-case privacy guarantee

Distributed and Parallel Databases
Pricing and disseminating customer data with privacy awareness

Decision Support Systems
GeoVanet: A routing protocol for query processing in vehicular networks

Mobile Information Systems
K-anonymous path privacy on social graphs

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

Quantified Score

Hi-index	0.04

Visualization

Abstract

Consider a data holder, such as a hospital or a bank, that has a privately held collection of person-specific, field structured data. Suppose the data holder wants to share a version of the data with researchers. How can a data holder release a version of its private data with scientific guarantees that the individuals who are the subjects of the data cannot be re-identified while the data remain practically useful? The solution provided in this paper includes a formal protection model named k-anonymity and a set of accompanying policies for deployment. A release provides k-anonymity protection if the information for each person contained in the release cannot be distinguished from at least k-1 individuals whose information also appears in the release. This paper also examines re-identification attacks that can be realized on releases that adhere to k- anonymity unless accompanying policies are respected. The k-anonymity protection model is important because it forms the basis on which the real-world systems known as Datafly, µ-Argus and k-Similar provide guarantees of privacy protection.