Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
On the design and quantification of privacy preserving data mining algorithms
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Revealing information while preserving privacy
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Limiting privacy breaches in privacy preserving data mining
Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Proceedings of the 13th international conference on World Wide Web
Structure and evolution of blogspace
Communications of the ACM - The Blogosphere
Practical privacy: the SuLQ framework
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Privacy via pseudorandom sketches
Proceedings of the twenty-fifth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Group formation in large social networks: membership, growth, and evolution
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Structure and evolution of online social networks
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
Calibrating noise to sensitivity in private data analysis
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Challenges in mining social network data: processes, privacy, and paradoxes
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
"I know what you did last summer": query logs and user privacy
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Web science: an interdisciplinary approach to understanding the web
Communications of the ACM - Web science
Towards identity anonymization on graphs
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Anonymizing transaction databases for publication
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-Aware Collaborative Access Control in Web-Based Social Networks
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Resisting structural re-identification in anonymized social networks
Proceedings of the VLDB Endowment
Anonymizing bipartite graph data using safe groupings
Proceedings of the VLDB Endowment
Link privacy in social networks
Proceedings of the 17th ACM conference on Information and knowledge management
Vanity fair: privacy in querylog bundles
Proceedings of the 17th ACM conference on Information and knowledge management
Proceedings of the 18th international conference on World wide web
On Link Privacy in Randomizing Social Networks
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Universally utility-maximizing privacy mechanisms
Proceedings of the forty-first annual ACM symposium on Theory of computing
A brief survey on anonymization techniques for privacy preserving publishing of social network data
ACM SIGKDD Explorations Newsletter
Relationship privacy: output perturbation for queries with joins
Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Attacks on privacy and deFinetti's theorem
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
Data and Structural k-Anonymity in Social Networks
Privacy, Security, and Trust in KDD
A fuzzy biclustering algorithm for social annotations
Journal of Information Science
Eight friends are enough: social graph approximation via public listings
Proceedings of the Second ACM EuroSys Workshop on Social Network Systems
Social networks integration and privacy preservation using subgraph generalization
Proceedings of the ACM SIGKDD Workshop on CyberSecurity and Intelligence Informatics
Preserving Privacy in Social Networks: A Structure-Aware Approach
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Privacy-Preserving Data Publishing
Foundations and Trends in Databases
Structure preserving anonymization of router configuration data
IEEE Journal on Selected Areas in Communications - Special issue on network infrastructure configuration
Privacy-enhanced public view for social graphs
Proceedings of the 2nd ACM workshop on Social web search and mining
Finding "hidden" connections on linkedIn an argument for more pragmatic social network privacy
Proceedings of the 2nd ACM workshop on Security and artificial intelligence
Key allocation schemes for private social networks
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 challenges and solutions in the social web
Crossroads - The Social Web
Class-based graph anonymization for social network data
Proceedings of the VLDB Endowment
k-automorphism: a general framework for privacy preserving network publication
Proceedings of the VLDB Endowment
Privacy protection in social media networks a dream that can come true?
DSP'09 Proceedings of the 16th international conference on Digital Signal Processing
Proceedings of the 3rd Workshop on Social Network Mining and Analysis
Anonymizing bipartite graph data using safe groupings
The VLDB Journal — The International Journal on Very Large Data Bases
k-symmetry model for identity anonymization in social networks
Proceedings of the 13th International Conference on Extending Database Technology
Towards publishing recommendation data with predictive anonymization
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Privacy wizards for social networking sites
Proceedings of the 19th international conference on World wide web
Measurement-calibrated graph models for social network experiments
Proceedings of the 19th international conference on World wide web
Privacy in dynamic social networks
Proceedings of the 19th international conference on World wide web
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
Preserving the privacy of sensitive relationships in graph data
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
K-isomorphism: privacy preserving network publication against structural attacks
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Privacy issues in scientific workflow provenance
Proceedings of the 1st International Workshop on Workflow Approaches to New Data-centric Science
Bayesian inference for localization in cellular networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the Sixth Annual Workshop on Cyber Security and Information Intelligence Research
xBook: redesigning privacy control in social networking platforms
SSYM'09 Proceedings of the 18th conference on USENIX security symposium
Privacy and security for online social networks: challenges and opportunities
IEEE Network: The Magazine of Global Internetworking
Prediction promotes privacy in dynamic social networks
WOSN'10 Proceedings of the 3rd conference on Online social networks
Spectrum based fraud detection in social networks
Proceedings of the 17th ACM conference on Computer and communications security
Proceedings of the 9th annual ACM workshop on Privacy in the electronic society
A Framework for Computing the Privacy Scores of Users in Online Social Networks
ACM Transactions on Knowledge Discovery from Data (TKDD)
A Socratic method for validation of measurement-based networking research
Computer Communications
unfriendly: multi-party privacy risks in social networks
PETS'10 Proceedings of the 10th international conference on Privacy enhancing technologies
Personalized privacy protection in social networks
Proceedings of the VLDB Endowment
Resisting structural re-identification in anonymized social networks
The VLDB Journal — The International Journal on Very Large Data Bases
Proceedings of the 14th International Conference on Database Theory
Social Network Analysis and Mining for Business Applications
ACM Transactions on Intelligent Systems and Technology (TIST)
Towards privacy for social networks: a zero-knowledge based definition of privacy
TCC'11 Proceedings of the 8th conference on Theory of cryptography
Provenance views for module privacy
Proceedings of the thirtieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Neighborhood-privacy protected shortest distance computing in cloud
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Privacy-aware data management in information networks
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
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
Utility-oriented K-anonymization on social networks
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Node protection in weighted social networks
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
An edge-based framework for fast subgraph matching in a large graph
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Surrogate parenthood: protected and informative graphs
Proceedings of the VLDB Endowment
On the privacy of anonymized networks
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
Differentially Private Empirical Risk Minimization
The Journal of Machine Learning Research
Online social honeynets: trapping web crawlers in OSN
MDAI'11 Proceedings of the 8th international conference on Modeling decisions for artificial intelligence
A generalization based approach for anonymizing weighted social network graphs
WAIM'11 Proceedings of the 12th international conference on Web-age information management
LORA: link obfuscation by randomization in graphs
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
Sharing graphs using differentially private graph models
Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference
Anonymizing geo-social network datasets
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Parallel implementations of gusfield's cut tree algorithm
ICA3PP'11 Proceedings of the 11th international conference on Algorithms and architectures for parallel processing - Volume Part I
Privacy threat analysis of social network data
ICA3PP'11 Proceedings of the 11th international conference on Algorithms and architectures for parallel processing - Volume Part II
Towards integrating real-world spatiotemporal data with social networks
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
On the privacy and utility of anonymized social networks
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
Quality and Leniency in Online Collaborative Rating Systems
ACM Transactions on the Web (TWEB)
NOVA: a novel and efficient framework for finding subgraph isomorphism mappings in large graphs
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Stalking online: on user privacy in social networks
Proceedings of the second ACM conference on Data and Application Security and Privacy
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
Decentralised privacy preservation in social networks
International Journal of Business Information Systems
Hiding data and structure in workflow provenance
DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems
GEOSO - a geo-social model: from real-world co-occurrences to social connections
DNIS'11 Proceedings of the 7th international conference on Databases in Networked Information Systems
More than modelling and hiding: towards a comprehensive view of Web mining and privacy
Data Mining and Knowledge Discovery
Differential privacy in data publication and analysis
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Limiting link disclosure in social network analysis through subgraph-wise perturbation
Proceedings of the 15th International Conference on Extending Database Technology
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
Fine-grained access control of personal data
Proceedings of the 17th ACM symposium on Access Control Models and Technologies
A differentially private estimator for the stochastic Kronecker graph model
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Is more always merrier?: a deep dive into online social footprints
Proceedings of the 2012 ACM workshop on Workshop on online social networks
Towards identity disclosure control in private hypergraph publishing
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
EWNI: efficient anonymization of vulnerable individuals in social networks
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Injecting uncertainty in graphs for identity obfuscation
Proceedings of the VLDB Endowment
Social networking with frientegrity: privacy and integrity with an untrusted provider
Security'12 Proceedings of the 21st USENIX conference on Security symposium
A clustering approach for structural k-anonymity in social networks using genetic algorithm
Proceedings of the CUBE International Information Technology Conference
Understanding online groups through social media
Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Delineating social network data anonymization via random edge perturbation
Proceedings of the 21st ACM international conference on Information and knowledge management
Discretionary social network data revelation with a user-centric utility guarantee
Proceedings of the 21st ACM international conference on Information and knowledge management
Differentially private data analysis of social networks via restricted sensitivity
Proceedings of the 4th conference on Innovations in Theoretical Computer Science
Theoretical Results on De-Anonymization via Linkage Attacks
Transactions on Data Privacy
Privacy protection in social networks using l-diversity
ICICS'12 Proceedings of the 14th international conference on Information and Communications Security
The Anonymous Subgraph Problem
Computers and Operations Research
What's in a name?: an unsupervised approach to link users across communities
Proceedings of the sixth ACM international conference on Web search and data mining
International Journal of Agent Technologies and Systems
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
A propagation model for provenance views of public/private workflows
Proceedings of the 16th International Conference on Database Theory
A Probabilistic Inference Attack on Suppressed Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Anonymizing Subsets of Social Networks with Degree Constrained Subgraphs
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Privacy Preservation by k-Anonymization of Weighted Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
curso: protect yourself from curse of attribute inference: a social network privacy-analyzer
Proceedings of the ACM SIGMOD Workshop on Databases and Social Networks
Mosaic: quantifying privacy leakage in mobile networks
Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
Connecting users across social media sites: a behavioral-modeling approach
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
How to hack into Facebook without being a hacker
Proceedings of the 22nd international conference on World Wide Web companion
Proceedings of the 22nd international conference on World Wide Web
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
Outsourcing shortest distance computing with privacy protection
The VLDB Journal — The International Journal on Very Large Data Bases
On the performance of percolation graph matching
Proceedings of the first ACM conference on Online social networks
Sensitive edges protection in social networks
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Anonymizing social networks: A generalization approach
Computers and Electrical Engineering
Relationship-based information sharing in cloud-based decentralized social networks
Proceedings of the 4th ACM conference on Data and application security and privacy
Graph publication when the protection algorithm is available
Data & Knowledge Engineering
Structure-aware graph anonymization
Web Intelligence and Agent Systems
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In a social network, nodes correspond topeople or other social entities, and edges correspond to social links between them. In an effort to preserve privacy, the practice of anonymization replaces names with meaningless unique identifiers. We describe a family of attacks such that even from a single anonymized copy of a social network, it is possible for an adversary to learn whether edges exist or not between specific targeted pairs of nodes.