Principles of database and knowledge-base systems, Vol. I
Principles of database and knowledge-base systems, Vol. I
k-anonymity: a model for protecting privacy
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
Computational disclosure control: a primer on data privacy protection
Computational disclosure control: a primer on data privacy protection
Information Sciences—Informatics and Computer Science: An International Journal
Data Privacy through Optimal k-Anonymization
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Database Security-Concepts, Approaches, and Challenges
IEEE Transactions on Dependable and Secure Computing
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
Anonymity-preserving data collection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Template-Based Privacy Preservation in Classification Problems
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Personalized privacy preservation
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
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
(α, k)-anonymity: an enhanced k-anonymity model for privacy preserving data publishing
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Utility-based anonymization using local recoding
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A reconstruction-based algorithm for classification rules hiding
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
A secure distributed framework for achieving k-anonymity
The VLDB Journal — The International Journal 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
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
Towards the Diversity of Sensitive Attributes in k-Anonymity
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
An epistemic framework for privacy protection in database linking
Data & Knowledge Engineering
Data Mining and Knowledge Discovery
Utility-based anonymization for privacy preservation with less information loss
ACM SIGKDD Explorations Newsletter
K-anonymization incremental maintenance and optimization techniques
Proceedings of the 2007 ACM symposium on Applied computing
M-invariance: towards privacy preserving re-publication of dynamic datasets
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Privacy-aware location sensor networks
HOTOS'03 Proceedings of the 9th conference on Hot Topics in Operating Systems - Volume 9
Anonymizing Classification Data for Privacy Preservation
IEEE Transactions on Knowledge and Data Engineering
Privacy, accuracy, and consistency too: a holistic solution to contingency table release
Proceedings of the twenty-sixth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Controlling inference: avoiding p-level reduction during analysis
ACSW '07 Proceedings of the fifth Australasian symposium on ACSW frontiers - Volume 68
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
Data & Knowledge Engineering
Preserving privacy in gps traces via uncertainty-aware path cloaking
Proceedings of the 14th ACM conference on Computer and communications security
k-Unlinkability: A privacy protection model for distributed data
Data & Knowledge Engineering
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
A polynomial-time approximation to optimal multivariate microaggregation
Computers & Mathematics with Applications
Location anonymity in continuous location-based services
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Towards optimal k-anonymization
Data & Knowledge Engineering
Anonymity protocols as noisy channels
Information and Computation
Data security in location-aware applications: an approach based on RBAC
International Journal of Information and Computer Security
Supporting anonymous location queries in mobile environments with privacygrid
Proceedings of the 17th international conference on World Wide Web
Efficient signature schemes supporting redaction, pseudonymization, and data deidentification
Proceedings of the 2008 ACM symposium on Information, computer and communications security
An efficient hash-based algorithm for minimal k-anonymity
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
Virtual trip lines for distributed privacy-preserving traffic monitoring
Proceedings of the 6th international conference on Mobile systems, applications, and services
Protecting privacy in recorded conversations
PAIS '08 Proceedings of the 2008 international workshop on Privacy and anonymity in information society
Micro-aggregation-based heuristics for p-sensitive k-anonymity: one step beyond
PAIS '08 Proceedings of the 2008 international workshop on Privacy and anonymity in information society
Anonymity preserving pattern discovery
The VLDB Journal — The International Journal on Very Large Data Bases
Providing k-anonymity in data mining
The VLDB Journal — The International Journal on Very Large Data Bases
Workload-aware anonymization techniques for large-scale datasets
ACM Transactions on Database Systems (TODS)
The cost of privacy: destruction of data-mining utility in anonymized data publishing
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Anonymizing transaction databases for publication
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Data privacy protection in multi-party clustering
Data & Knowledge Engineering
Protecting the Publishing Identity in Multiple Tuples
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Data Quality in Privacy Preservation for Associative Classification
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
T-rotation: Multiple Publications of Privacy Preserving Data Sequence
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Engineering Privacy Requirements in Business Intelligence Applications
SDM '08 Proceedings of the 5th VLDB workshop on Secure Data Management
Fixed-Parameter Tractability of Anonymizing Data by Suppressing Entries
COCOA 2008 Proceedings of the 2nd international conference on Combinatorial Optimization and Applications
BSGI: An Effective Algorithm towards Stronger l-Diversity
DEXA '08 Proceedings of the 19th international conference on Database and Expert Systems Applications
Spatial generalisation algorithms for LBS privacy preservation
Journal of Location Based Services - Privacy Aware and Location-Based Mobile Services
Privacy preserving serial data publishing by role composition
Proceedings of the VLDB Endowment
Output perturbation with query relaxation
Proceedings of the VLDB Endowment
On the disclosure risk of multivariate microaggregation
Data & Knowledge Engineering
Information Leakage in Optimal Anonymized and Diversified Data
Information Hiding
Improving Microaggregation for Complex Record Anonymization
MDAI '08 Sabadell Proceedings of the 5th International Conference on Modeling Decisions for 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
Privacy-preserving data mashup
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
On the comparison of microdata disclosure control algorithms
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
An efficient online auditing approach to limit private data disclosure
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Continuous privacy preserving publishing of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Privacy-preserving incremental data dissemination
Journal of Computer Security - Selected papers from the Third and Fourth Secure Data Management (SDM) workshops
Information disclosure by answers to XPath queries
Journal of Computer Security - Selected papers from the Third and Fourth Secure Data Management (SDM) workshops
Towards the evaluation of time series protection methods
Information Sciences: an International Journal
Proceedings of the 18th international conference on World wide web
Privacy-preserving data publishing for cluster analysis
Data & Knowledge Engineering
Decomposition: Privacy Preservation for Multiple Sensitive Attributes
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Anonymization-based attacks in privacy-preserving data publishing
ACM Transactions on Database Systems (TODS)
Enhanced P-Sensitive K-Anonymity Models for Privacy Preserving Data Publishing
Transactions on Data Privacy
Constrained Microaggregation: Adding Constraints for Data Editing
Transactions on Data Privacy
Anonymizing location-based RFID data
C3S2E '09 Proceedings of the 2nd Canadian Conference on Computer Science and Software Engineering
Information Sciences: an International Journal
Data and Structural k-Anonymity in Social Networks
Privacy, Security, and Trust in KDD
Maximizing Privacy under Data Distortion Constraints in Noise Perturbation Methods
Privacy, Security, and Trust in KDD
A survey of computational location privacy
Personal and Ubiquitous Computing
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
On Distributed k-Anonymization
Fundamenta Informaticae
Anonymous opinion exchange over untrusted social networks
Proceedings of the Second ACM EuroSys Workshop on Social Network Systems
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-Preserving Telemonitoring for eHealth
Proceedings of the 23rd Annual IFIP WG 11.3 Working Conference on Data and Applications Security XXIII
(α, k)-anonymous data publishing
Journal of Intelligent Information Systems
A distributed approach to enabling privacy-preserving model-based classifier training
Knowledge and Information Systems
Protecting Sensitive Topics in Text Documents with PROTEXTOR
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Casper*: Query processing for location services without compromising privacy
ACM Transactions on Database Systems (TODS)
A novel anonymization algorithm: Privacy protection and knowledge preservation
Expert Systems with Applications: An International Journal
Formal anonymity models for efficient privacy-preserving joins
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
Privacy and anonymization for very large datasets
Proceedings of the 18th ACM conference on Information and knowledge management
Incremental privacy preservation for associative classification
Proceedings of the ACM first international workshop on Privacy and anonymity for very large databases
Middleware for pervasive spaces: balancing privacy and utility
Proceedings of the 10th ACM/IFIP/USENIX International Conference on Middleware
A semantic approach for building pervasive spaces
Proceedings of the 6th Middleware Doctoral Symposium
Privacy challenges and solutions in the social web
Crossroads - The Social Web
Distribution based microdata anonymization
Proceedings of the VLDB Endowment
Secure construction of k-unlinkable patient records from distributed providers
Artificial Intelligence in Medicine
Myths and fallacies of "Personally Identifiable Information"
Communications of the ACM
Privacy-preserving data publishing: A survey of recent developments
ACM Computing Surveys (CSUR)
Data mining for discrimination discovery
ACM Transactions on Knowledge Discovery from Data (TKDD)
(α, k)-anonymity based privacy preservation by lossy join
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Achieving k-anonymity via a density-based clustering method
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
k-anonymization without Q-S associations
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Granulation as a privacy protection mechanism
Transactions on rough sets VII
Privacy preserving linear discriminant analysis from perturbed data
Proceedings of the 2010 ACM Symposium on Applied Computing
Generating microdata with p-sensitive k-anonymity property
SDM'07 Proceedings of the 4th VLDB conference on Secure data management
Efficient k-anonymization using clustering techniques
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Capture inference attacks for K-anonymity with privacy inference logic
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Risk & distortion based K-anonymity
WISA'07 Proceedings of the 8th international conference on Information security applications
Privacy protection on multiple sensitive attributes
ICICS'07 Proceedings of the 9th international conference on Information and communications 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
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
Allowing privacy protection algorithms to jump out of local optimums: an ordered greed framework
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
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
Privacy-preserving data mining: A feature set partitioning approach
Information Sciences: an International Journal
Privacy-aware location data publishing
ACM Transactions on Database Systems (TODS)
Supporting collaborative privacy-observant information sharing using RFID-tagged objects
Advances in Human-Computer Interaction
Context quality and privacy - friends or rivals?
QuaCon'09 Proceedings of the 1st international conference on Quality of context
Middleware for pervasive spaces: balancing privacy and utility
Middleware'09 Proceedings of the ACM/IFIP/USENIX 10th international conference on Middleware
Trust-based data disclosure in sensor networks
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
P-Sensitive K-Anonymity with Generalization Constraints
Transactions on Data Privacy
Privacy-preserving outsourcing support vector machines with random transformation
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Anonymization of moving objects databases by clustering and perturbation
Information Systems
APPT: A privacy preserving transformation tool for micro data release
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
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
Privacy-aware access control with generalization boundaries
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
Microdata protection through approximate microaggregation
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
P2-CTM: privacy preserving collaborative traffic monitoring
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Privacy issues in location-aware browsing
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
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
On the identification of property based generalizations in microdata anonymization
DBSec'10 Proceedings of the 24th annual IFIP WG 11.3 working conference on Data and applications security and privacy
Theory of privacy and anonymity
Algorithms and theory of computation handbook
Privacy disclosure analysis and control for 2D contingency tables containing inaccurate data
PSD'10 Proceedings of the 2010 international conference on Privacy in statistical databases
On-the-fly hierarchies for numerical attributes in data anonymization
SDM'10 Proceedings of the 7th VLDB conference on Secure data management
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
Integrating induction and deduction for finding evidence of discrimination
Artificial Intelligence and Law
Small domain randomization: same privacy, more utility
Proceedings of the VLDB Endowment
ACM Transactions on Database Systems (TODS)
Extended k-anonymity models against sensitive attribute disclosure
Computer Communications
Inference control to protect sensitive information in text documents
ACM SIGKDD Workshop on Intelligence and Security Informatics
Discord region based analysis to improve data utility of privately published time series
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Modeling and evaluating information leakage caused by inferences in supply chains
Computers in Industry
A user-oriented anonymization mechanism for public data
DPM'10/SETOP'10 Proceedings of the 5th international Workshop on data privacy management, and 3rd international conference on Autonomous spontaneous security
Checking anonymity levels for anonymized data
ICDCIT'11 Proceedings of the 7th international conference on Distributed computing and internet technology
Disclosure detection over data streams in database publishing
Proceedings of the 2011 Joint EDBT/ICDT Ph.D. Workshop
Privacy risks emerging from the adoption of innocuous wearable sensors in the mobile environment
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
ProQuPri: towards anonymity protection with privacy quantification for context-aware applications
Proceedings of the 2011 ACM Symposium on Applied Computing
Third party geolocation services in LBS: privacy requirements and research issues
Transactions on Data Privacy
Privacy preservation for associative classification: an approximation algorithm
International Journal of Business Intelligence and Data Mining
Trajectory privacy in location-based services and data publication
ACM SIGKDD Explorations Newsletter
Trajectory anonymity in publishing personal mobility data
ACM SIGKDD Explorations Newsletter
Pattern-guided data anonymization and clustering
MFCS'11 Proceedings of the 36th international conference on Mathematical foundations of computer science
The effect of homogeneity on the complexity of k-anonymity
FCT'11 Proceedings of the 18th international conference on Fundamentals of computation theory
Anonymity meets game theory: secure data integration with malicious participants
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy beyond single sensitive attribute
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
On-the-fly generalization hierarchies for numerical attributes revisited
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
Challenges in secure sensor-cloud computing
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
A moving-object index for efficient query processing with peer-wise location privacy
Proceedings of the VLDB Endowment
An approximate microaggregation approach for microdata protection
Expert Systems with Applications: An International Journal
Skynets: searching for minimum trees in graphs with incomparable edge weights
Proceedings of the 20th ACM international conference on Information and knowledge management
Dominance-based fuzzy rough set analysis of uncertain and possibilistic data tables
International Journal of Approximate Reasoning
Weak k-anonymity: a low-distortion model for protecting privacy
ISC'06 Proceedings of the 9th international conference on Information Security
k-Anonymous Decision Tree Induction
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
On robust and effective k-anonymity in large databases
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
ICALP'06 Proceedings of the 33rd international conference on Automata, Languages and Programming - Volume Part II
A K-anonymizing approach for preventing link attacks in data publishing
ISPA'05 Proceedings of the 2005 international conference on Parallel and Distributed Processing and Applications
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Data anonymization using an improved utility measurement
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Priority-Based k-anonymity accomplished by weighted generalisation structures
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Achieving k-anonymity by clustering in attribute hierarchical structures
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Privacy-preserving location publishing under road-network constraints
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
A semantic information loss metric for privacy preserving publication
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
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
Information driven evaluation of data hiding algorithms
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
An information theoretic privacy and utility measure for data sanitization mechanisms
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 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
A new k-anonymous message transmission protocol
WISA'04 Proceedings of the 5th international conference on Information Security Applications
On the anonymity of periodic location samples
SPC'05 Proceedings of the Second international conference on Security in Pervasive Computing
Integrating private databases for data analysis
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Indistinguishability: the other aspect of privacy
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Secure anonymization for incremental datasets
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Information disclosure by XPath queries
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Towards a more reasonable generalization cost metric for k-anonymization
BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
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
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
Disclosure analysis for two-way contingency tables
PSD'06 Proceedings of the 2006 CENEX-SDC project international conference on Privacy in Statistical Databases
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
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
Preserving location privacy for continuous queries on known route
ICISS'11 Proceedings of the 7th international conference on Information Systems Security
AdNext: a visit-pattern-aware mobile advertising system for urban commercial complexes
Proceedings of the 12th Workshop on Mobile Computing Systems and Applications
Secure distributed computation of anonymized views of shared databases
ACM Transactions on Database Systems (TODS)
Medical privacy protection based on granular computing
Artificial Intelligence in Medicine
Provable de-anonymization of large datasets with sparse dimensions
POST'12 Proceedings of the First international conference on Principles of Security and Trust
Secure multidimensional range queries over outsourced data
The VLDB Journal — The International Journal on Very Large Data Bases
n-confusion: a generalization of k-anonymity
Proceedings of the 2012 Joint EDBT/ICDT Workshops
A novel framework for preserving privacy of data using correlation analysis
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
Injecting uncertainty in graphs for identity obfuscation
Proceedings of the VLDB Endowment
On Distributed k-Anonymization
Fundamenta Informaticae
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
Clustering-oriented privacy-preserving data publishing
Knowledge-Based Systems
An information theoretic framework for web inference detection
Proceedings of the 5th ACM workshop on Security and artificial intelligence
Towards an understanding of social inference opportunities in social computing
Proceedings of the 17th ACM international conference on Supporting group work
An automated data utility clustering methodology using data constraint rules
Proceedings of the 2012 international workshop on Smart health and wellbeing
Generically extending anonymization algorithms to deal with successive queries
Proceedings of the 21st ACM international conference on Information and knowledge management
A probabilistic hybrid logic for sanitized information systems
SUM'12 Proceedings of the 6th international conference on Scalable Uncertainty 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
PSD'12 Proceedings of the 2012 international conference on Privacy in Statistical Databases
An Enhanced Utility-Driven Data Anonymization Method
Transactions on Data Privacy
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
Probabilistic Inference Channel Detection and Restriction Applied to Patients' Privacy Assurance
International Journal of Information Security and Privacy
Optimizing Privacy-Accuracy Tradeoff for Privacy Preserving Distance-Based Classification
International Journal of Information Security and Privacy
Anonymizing classification data using rough set theory
Knowledge-Based Systems
A cooperative method for privacy preservation in real-time location monitoring services
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
Priority driven k-anonymisation for privacy protection
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
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
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)
A privacy framework: indistinguishable privacy
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Journal of Biomedical Informatics
Application and analysis of multidimensional negative surveys in participatory sensing applications
Pervasive and Mobile Computing
Privacy-preserving data exploration in genome-wide association studies
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Semantic trajectories modeling and analysis
ACM Computing Surveys (CSUR)
Incremental processing and indexing for k, e-anonymisation
International Journal of Information and Computer Security
Trends and research directions for privacy preserving approaches on the cloud
Proceedings of the 6th ACM India Computing Convention
de-linkability: a privacy-preserving constraint for safely outsourcing multimedia documents
Proceedings of the Fifth International Conference on Management of Emergent Digital EcoSystems
Anonymizing social networks: A generalization approach
Computers and Electrical Engineering
The effect of homogeneity on the computational complexity of combinatorial data anonymization
Data Mining and Knowledge Discovery
Journal of Computer Security
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Often a data holder, such as a hospital or bank, needs to share person-specific records in such a way that the identities of the individuals who are the subjects of the data cannot be determined. One way to achieve this is to have the released records adhere to k- anonymity, which means each released record has at least (k-1) other records in the release whose values are indistinct over those fields that appear in external data. So, k- anonymity provides privacy protection by guaranteeing that each released record will relate to at least k individuals even if the records are directly linked to external information. This paper provides a formal presentation of combining generalization and suppression to achieve k-anonymity. Generalization involves replacing (or recoding) a value with a less specific but semantically consistent value. Suppression involves not releasing a value at all. The Preferred Minimal Generalization Algorithm (MinGen), which is a theoretical algorithm presented herein, combines these techniques to provide k-anonymity protection with minimal distortion. The real-world algorithms Datafly and µ-Argus are compared to MinGen. Both Datafly and µ-Argus use heuristics to make approximations, and so, they do not always yield optimal results. It is shown that Datafly can over distort data and µ-Argus can additionally fail to provide adequate protection.