A data distortion by probability distribution
ACM Transactions on Database Systems (TODS)
Communications of the ACM
TRUSTe: an online privacy seal program
Communications of the ACM
Privacy interfaces for information management
Communications of the ACM
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Detection, Estimation, and Modulation Theory: Radar-Sonar Signal Processing and Gaussian Signals in Noise
A Mathematical Theory of Communication
A Mathematical Theory of Communication
Using unknowns to prevent discovery of association rules
ACM SIGMOD Record
Privacy-Oriented Data Mining by Proof Checking
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Cardinality-Based Inference Control in Sum-Only Data Cubes
ESORICS '02 Proceedings of the 7th European Symposium on Research in Computer Security
The inference problem: a survey
ACM SIGKDD Explorations Newsletter
Randomization in privacy preserving data mining
ACM SIGKDD Explorations Newsletter
Proceedings of the twenty-second 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
Privacy preserving mining of association rules
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy preserving association rule mining in vertically partitioned data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Preface: proceedings of the ICDM 2002 workshop on privacy, security, and data mining
CRPIT '14 Proceedings of the IEEE international conference on Privacy, security and data mining - Volume 14
Building decision tree classifier on private data
CRPIT '14 Proceedings of the IEEE international conference on Privacy, security and data mining - Volume 14
An architecture for privacy-preserving mining of client information
CRPIT '14 Proceedings of the IEEE international conference on Privacy, security and data mining - Volume 14
On the Privacy Preserving Properties of Random Data Perturbation Techniques
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Privacy-preserving Distributed Clustering using Generative Models
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Privacy-preserving k-means clustering over vertically partitioned data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
IEEE Transactions on Knowledge and Data Engineering
State-of-the-art in privacy preserving data mining
ACM SIGMOD Record
Privacy preserving mining of association rules
Information Systems - Knowledge discovery and data mining (KDD 2002)
Analysis of privacy preserving random perturbation techniques: further explorations
Proceedings of the 2003 ACM workshop on Privacy in the electronic society
Privacy: A Machine Learning View
IEEE Transactions on Knowledge and Data Engineering
When do data mining results violate privacy?
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Optimal randomization for privacy preserving data mining
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-Preserving Distributed Mining of Association Rules on Horizontally Partitioned Data
IEEE Transactions on Knowledge and Data Engineering
Cardinality-based inference control in OLAP systems: an information theoretic approach
Proceedings of the 7th ACM international workshop on Data warehousing and OLAP
Preserving Privacy by De-Identifying Face Images
IEEE Transactions on Knowledge and Data Engineering
A Framework for High-Accuracy Privacy-Preserving Mining
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
Random-data perturbation techniques and privacy-preserving data mining
Knowledge and Information Systems
Practical privacy: the SuLQ framework
Proceedings of the twenty-fourth 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
Privacy-preserving clustering with distributed EM mixture modeling
Knowledge and Information Systems
Deriving private information from randomized data
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
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Protecting medical data for decision-making analyses
Journal of Medical Systems - Special issue: Computer-based medical systems
Cardinality-based inference control in data cubes
Journal of Computer Security
SVD-based collaborative filtering with privacy
Proceedings of the 2005 ACM symposium on Applied computing
A privacy-sensitive approach to distributed clustering
Pattern Recognition Letters - Special issue: Advances in pattern recognition
A distributed learning framework for heterogeneous data sources
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Anonymity-preserving data collection
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
A new scheme on privacy-preserving data classification
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
On k-anonymity and the curse of dimensionality
VLDB '05 Proceedings of the 31st international conference on Very large data bases
A novel approach for privacy-preserving video sharing
Proceedings of the 14th ACM international conference on Information and knowledge management
Privacy Preserving Data Classification with Rotation Perturbation
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A privacy-preserving collaborative filtering scheme with two-way communication
EC '06 Proceedings of the 7th ACM conference on Electronic commerce
Privacy-preserving SVM using nonlinear kernels on horizontally partitioned data
Proceedings of the 2006 ACM symposium on Applied computing
On the use of spectral filtering for privacy preserving data mining
Proceedings of the 2006 ACM symposium on Applied computing
Injecting utility into anonymized datasets
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Efficient anonymity-preserving data collection
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
On privacy preservation against adversarial data mining
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy leakage in multi-relational databases: a semi-supervised learning perspective
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient multivariate data-oriented microaggregation
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy-Preserving Computation of Bayesian Networks on Vertically Partitioned Data
IEEE Transactions on Knowledge and Data Engineering
Privacy-preserving mining by rotational data transformation
Proceedings of the 43rd annual Southeast regional conference - Volume 1
Anonymous Usage of Location-Based Services Through Spatial and Temporal Cloaking
Proceedings of the 1st international conference on Mobile systems, applications and services
Hiding Sensitive Association Rules with Limited Side Effects
IEEE Transactions on Knowledge and Data Engineering
L-diversity: Privacy beyond k-anonymity
ACM Transactions on Knowledge Discovery from Data (TKDD)
Hiding informative association rule sets
Expert Systems with Applications: An International Journal
Association rules mining in vertically partitioned databases
Data & Knowledge Engineering - Special issue: WIDM 2004
An epistemic framework for privacy protection in database linking
Data & Knowledge Engineering
Data Mining and Knowledge Discovery
Secure set intersection cardinality with application to association rule mining
Journal of Computer Security
Proceedings of the 16th international conference on World Wide Web
Privacy preserving itemset mining through fake transactions
Proceedings of the 2007 ACM symposium on Applied computing
IEEE Pervasive Computing
Privacy and e-commerce: a consumer-centric perspective
Electronic Commerce Research
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
Hiding collaborative recommendation association rules
Applied Intelligence
Privacy protection in personalized search
ACM SIGIR Forum
The motivation and proposition of a privacy-enhancing architecture for operational databases
ACSW '07 Proceedings of the fifth Australasian symposium on ACSW frontiers - Volume 68
Controlling inference: avoiding p-level reduction during analysis
ACSW '07 Proceedings of the fifth Australasian symposium on ACSW frontiers - Volume 68
MICF: An effective sanitization algorithm for hiding sensitive patterns on data mining
Advanced Engineering Informatics
Preserving data privacy in outsourcing data aggregation services
ACM Transactions on Internet Technology (TOIT) - Special Issue on the Internet and Outsourcing
Challenges in mining social network data: processes, privacy, and paradoxes
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Maintaining data privacy in association rule mining
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Preserving privacy in gps traces via uncertainty-aware path cloaking
Proceedings of the 14th ACM conference on Computer and communications security
Secure two-party k-means clustering
Proceedings of the 14th ACM conference on Computer and communications security
A privacy-preserving index for range queries
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Preserving privacy in association rule mining with bloom filters
Journal of Intelligent Information Systems
Time series compressibility and privacy
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
On static and dynamic methods for condensation-based privacy-preserving data mining
ACM Transactions on Database Systems (TODS)
The applicability of the perturbation based privacy preserving data mining for real-world data
Data & Knowledge Engineering
Computational analysis of a nonstationary fatigue data using the ARIMA approaches
ICCOMP'07 Proceedings of the 11th WSEAS International Conference on Computers
A fuzzy programming approach for data reduction and privacy in distance-based mining
International Journal of Information and Computer Security
A novel data distortion approach via selective SSVD for privacy protection
International Journal of Information and Computer Security
A framework for condensation-based anonymization of string data
Data Mining and Knowledge Discovery
Privacy Preserving Database Generation for Database Application Testing
Fundamenta Informaticae - Special issue ISMIS'05
Privacy-MaxEnt: integrating background knowledge in privacy quantification
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Virtual trip lines for distributed privacy-preserving traffic monitoring
Proceedings of the 6th international conference on Mobile systems, applications, and services
Efficient sanitization of informative association rules
Expert Systems with Applications: An International Journal
Anonymity preserving pattern discovery
The VLDB Journal — The International Journal on Very Large Data Bases
Privacy-preserving Naïve Bayes classification
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
Guided perturbation: towards private and accurate mining
The VLDB Journal — The International Journal on Very Large Data Bases
On disclosure risk analysis of anonymized itemsets in the presence of prior knowledge
ACM Transactions on Knowledge Discovery from Data (TKDD)
Privacy-preserving decision trees over vertically partitioned data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Data privacy protection in multi-party clustering
Data & Knowledge Engineering
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Privacy Preserving Market Basket Data Analysis
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Searching for Better Randomized Response Schemes for Privacy-Preserving Data Mining
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Secure Construction of Contingency Tables from Distributed Data
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Fast Cryptographic Privacy Preserving Association Rules Mining on Distributed Homogenous Data Base
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Protecting business intelligence and customer privacy while outsourcing data mining tasks
Knowledge and Information Systems
Dual encryption for query integrity assurance
Proceedings of the 17th ACM conference on Information and knowledge management
An efficient protocol for private and accurate mining of support counts
Pattern Recognition Letters
PoolView: stream privacy for grassroots participatory sensing
Proceedings of the 6th ACM conference on Embedded network sensor systems
Sharemind: A Framework for Fast Privacy-Preserving Computations
ESORICS '08 Proceedings of the 13th European Symposium on Research in Computer Security: Computer Security
A maximum entropy approach to feature selection in knowledge-based authentication
Decision Support Systems
Maintenance of sanitizing informative association rules
Expert Systems with Applications: An International Journal
Statistical analysis of a nonstationary fatigue data using the ARIMA approach
WSEAS Transactions on Mathematics
Knowledge and Information Systems
FRAPP: a framework for high-accuracy privacy-preserving mining
Data Mining and Knowledge Discovery
Privacy preserving itemset mining through noisy items
Expert Systems with Applications: An International Journal
An efficient online auditing approach to limit private data disclosure
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
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
Privacy preserving churn prediction
Proceedings of the 2009 ACM symposium on Applied Computing
Mining globally interesting patterns from multiple databases using kernel estimation
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
Maximizing Privacy under Data Distortion Constraints in Noise Perturbation Methods
Privacy, Security, and Trust in KDD
Genetic algorithm in time series fatigue analysis
MATH'08 Proceedings of the 13th WSEAS international conference on Applied mathematics
On Distributed k-Anonymization
Fundamenta Informaticae
(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
Temporal privacy in wireless sensor networks: Theory and practice
ACM Transactions on Sensor Networks (TOSN)
A novel anonymization algorithm: Privacy protection and knowledge preservation
Expert Systems with Applications: An International Journal
Accurate and large-scale privacy-preserving data mining using the election paradigm
Data & Knowledge Engineering
Privacy-Preserving Data Publishing
Foundations and Trends in Databases
A metadata calculus for secure information sharing
Proceedings of the 16th ACM conference on Computer and communications security
Proceedings of the 16th ACM conference on Computer and communications security
Employing PRBAC for privacy preserving data publishing
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Compressed and privacy-sensitive sparse regression
IEEE Transactions on Information Theory
On the use of wavelet transform for privacy preserving data mining
CI '07 Proceedings of the Third IASTED International Conference on Computational Intelligence
Information theory for data management
Proceedings of the VLDB Endowment
Differential privacy with compression
ISIT'09 Proceedings of the 2009 IEEE international conference on Symposium on Information Theory - Volume 4
Inference in distributed data clustering
Engineering Applications of Artificial Intelligence
Hiding collaborative recommendation association rules on horizontally partitioned data
Intelligent Data Analysis
An approach of private classification on vertically partitioned data
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Privacy Preserving Categorical Data Analysis with Unknown Distortion Parameters
Transactions on Data Privacy
Privacy-preserving data publishing: A survey of recent developments
ACM Computing Surveys (CSUR)
Deriving private information from arbitrarily projected data
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A hybrid multi-group privacy-preserving approach for building decision trees
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Privacy-enhanced web personalization
The adaptive web
Privacy-preserving discovery of frequent patterns in time series
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
Multi-agent processing for query camouflage via data perturbation in online medical surveys
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Analysis of location privacy/energy efficiency tradeoffs in wireless sensor networks
NETWORKING'07 Proceedings of the 6th international IFIP-TC6 conference on Ad Hoc and sensor networks, wireless networks, next generation internet
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
Using cryptography for privacy protection in data mining systems
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
K-anonymization with minimal loss of information
ESA'07 Proceedings of the 15th annual European conference on Algorithms
Privacy-preserving eigentaste-based collaborative filtering
IWSEC'07 Proceedings of the Security 2nd international conference on Advances in information and computer security
Answering queries based on imprecision and uncertainty trade-offs in numeric databases
SDM'07 Proceedings of the 4th VLDB conference on Secure data management
Privacy preserving clustering for multi-party
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
On addressing accuracy concerns in privacy preserving association rule mining
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
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
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Towards privacy-preserving model selection
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Information theory for data management
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Airavat: security and privacy for MapReduce
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
IEEE Transactions on Information Technology in Biomedicine
Privacy-aware regression modeling of participatory sensing data
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Relationships and data sanitization: a study in scarlet
Proceedings of the 2010 workshop on New security paradigms
ACM Transactions on Database Systems (TODS)
Privacy-preserving Bayesian network parameter learning
CIMMACS'05 Proceedings of the 4th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
An information theoretic approach for privacy metrics
Transactions on Data Privacy
A survey on privacy in mobile participatory sensing applications
Journal of Systems and Software
TrustBus'11 Proceedings of the 8th international conference on Trust, privacy and security in digital business
Non-metric multidimensional scaling for privacy-preserving data clustering
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
To release or not to release: evaluating information leaks in aggregate human-genome data
ESORICS'11 Proceedings of the 16th European conference on Research in computer security
An improved EDP algorithm to privacy protection in data mining
BI'11 Proceedings of the 2011 international conference on Brain informatics
Communications of the ACM
An improved privacy-preserving DWT-based collaborative filtering scheme
Expert Systems with Applications: An International Journal
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
SIAM Journal on Computing
Wavelet method combining BP networks and time series ARMA modeling for data mining forecasting
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Protecting data privacy through hard-to-reverse negative databases
ISC'06 Proceedings of the 9th international conference on Information Security
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
A privacy preserving mining algorithm on distributed dataset
FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery
Privacy leakage in multi-relational learning via unwanted classification models
Proceedings of the 2011 Conference of the Center for Advanced Studies on Collaborative Research
Privacy-preserving decision tree mining based on random substitutions
ETRICS'06 Proceedings of the 2006 international conference on Emerging Trends in Information and Communication Security
On robust and effective k-anonymity in large databases
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A wavelet analysis based data processing for time series of data mining predicting
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Privacy-Preserving graph algorithms in the semi-honest model
ASIACRYPT'05 Proceedings of the 11th international conference on Theory and Application of Cryptology and Information Security
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
Incorporating privacy concerns in data mining on distributed data
AIMSA'06 Proceedings of the 12th international conference on Artificial Intelligence: methodology, Systems, and Applications
Energy-Privacy trade-offs in VLSI computations
INDOCRYPT'05 Proceedings of the 6th international conference on Cryptology in India
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 reconstruction of multidimensional data maps in vehicular participatory sensing
EWSN'10 Proceedings of the 7th European conference on Wireless Sensor Networks
Information driven evaluation of data hiding algorithms
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
ICDT'05 Proceedings of the 10th international conference on Database Theory
An information theoretic privacy and utility measure for data sanitization mechanisms
Proceedings of the second ACM conference on Data and Application Security and Privacy
Inference on distributed data clustering
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
Privacy preserving naive bayes classification
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Privacy-Preserving decision trees over vertically partitioned data
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
Performance measurements for privacy preserving data mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A privacy-preserving classification mining algorithm
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Data distortion for privacy protection in a terrorist analysis system
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
Performance-oriented privacy-preserving data integration
DILS'05 Proceedings of the Second international conference on Data Integration in the Life Sciences
Information theory and the security of binary data perturbation
INDOCRYPT'04 Proceedings of the 5th international conference on Cryptology in India
Privacy aware publishing of successive location information in sensor networks
Future Generation Computer Systems
Indistinguishability: the other aspect of privacy
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Privacy preserving BIRCH algorithm for clustering over vertically partitioned databases
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Our data, ourselves: privacy via distributed noise generation
EUROCRYPT'06 Proceedings of the 24th annual international conference on The Theory and Applications of Cryptographic Techniques
Disclosure analysis for two-way contingency tables
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
Calibrating noise to sensitivity in private data analysis
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Towards statistical queries over distributed private user data
NSDI'12 Proceedings of the 9th USENIX conference on Networked Systems Design and Implementation
A privacy-protecting architecture for collaborative filtering via forgery and suppression of ratings
DPM'11 Proceedings of the 6th international conference, and 4th international conference on Data Privacy Management and Autonomous Spontaneus Security
An information-theoretic model of voting systems
Mathematical and Computer Modelling: An International Journal
Proceedings of the 34th International Conference on Software Engineering
A classification based framework for privacy preserving data mining
Proceedings of the International Conference on Advances in Computing, Communications and Informatics
On Distributed k-Anonymization
Fundamenta Informaticae
Privacy Preserving Database Generation for Database Application Testing
Fundamenta Informaticae - Special issue ISMIS'05
An enhanced secure preserving for pre-processed data using DMI and PCRBAC algorithm
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Cloud-enabled privacy-preserving collaborative learning for mobile sensing
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Specialization in i* strategic rationale diagrams
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
A PLA-based privacy-enhancing user modeling framework and its evaluation
User Modeling and User-Adapted Interaction
Optimizing Privacy-Accuracy Tradeoff for Privacy Preserving Distance-Based Classification
International Journal of Information Security and Privacy
Priority driven k-anonymisation for privacy protection
AusDM '08 Proceedings of the 7th Australasian Data Mining Conference - Volume 87
A comparison of clustering-based privacy-preserving collaborative filtering schemes
Applied Soft Computing
Application and analysis of multidimensional negative surveys in participatory sensing applications
Pervasive and Mobile Computing
Bands of privacy preserving objectives: classification of PPDM strategies
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
A scalable privacy-preserving recommendation scheme via bisecting k-means clustering
Information Processing and Management: an International Journal
Integer partitioning based encryption for privacy preservation in data mining
Proceedings of the First International Conference on Security of Internet of Things
Addressing the concerns of the lacks family: quantification of kin genomic privacy
Proceedings of the 2013 ACM SIGSAC conference on Computer & communications security
Incorporating Privacy into the Undergraduate Curriculum
Proceedings of the 2013 on InfoSecCD '13: Information Security Curriculum Development Conference
Solving inverse frequent itemset mining with infrequency constraints via large-scale linear programs
ACM Transactions on Knowledge Discovery from Data (TKDD)
An Efficient Multi-Path Self-Organizing Strategy in Internet of Things
Wireless Personal Communications: An International Journal
An event-based platform for collaborative threats detection and monitoring
Information Systems
Towards practical private processing of database queries over public data
Distributed and Parallel Databases
Distributed and Parallel Databases
| Hi-index | 0.09 |
The increasing ability to track and collect large amounts of data with the use of current hardware technology has lead to an interest in the development of data mining algorithms which preserve user privacy. A recently proposed technique addresses the issue of privacy preservation by perturbing the data and reconstructing distributions at an aggregate level in order to perform the mining. This method is able to retain privacy while accessing the information implicit in the original attributes. The distribution reconstruction process naturally leads to some loss of information which is acceptable in many practical situations. This paper discusses an Expectation Maximization (EM) algorithm for distribution reconstruction which is more effective than the currently available method in terms of the level of information loss. Specifically, we prove that the EM algorithm converges to the maximum likelihood estimate of the original distribution based on the perturbed data. We show that when a large amount of data is available, the EM algorithm provides robust estimates of the original distribution. We propose metrics for quantification and measurement of privacy-preserving data mining algorithms. Thus, this paper provides the foundations for measurement of the effectiveness of privacy preserving data mining algorithms. Our privacy metrics illustrate some interesting results on the relative effectiveness of different perturbing distributions.