STOC '87 Proceedings of the nineteenth annual ACM symposium on Theory of computing
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
A new public key cryptosystem based on higher residues
CCS '98 Proceedings of the 5th ACM conference on Computer and communications security
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
Robust space transformations for distance-based operations
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Secure multi-party computation problems and their applications: a review and open problems
Proceedings of the 2001 workshop on New security paradigms
Distributed clustering using collective principal component analysis
Knowledge and Information Systems
Refining Initial Points for K-Means Clustering
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
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
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
Privacy-Preserving Cooperative Statistical Analysis
ACSAC '01 Proceedings of the 17th Annual Computer Security Applications Conference
Privacy-preserving clustering with distributed EM mixture modeling
Knowledge and Information Systems
Maintaining data privacy in association rule mining
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Public-key cryptosystems based on composite degree residuosity classes
EUROCRYPT'99 Proceedings of the 17th international conference on Theory and application of cryptographic techniques
Privacy preserving database application testing
Proceedings of the 2003 ACM workshop on Privacy in the electronic society
When do data mining results violate privacy?
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy preserving regression modelling via distributed computation
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-preserving Bayesian network structure computation on distributed heterogeneous data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
CITRIS and data and knowledge engineering: what is old and what is new?
Data & Knowledge Engineering - Special jubilee issue: DKE 50
Building predictors from vertically distributed data
CASCON '04 Proceedings of the 2004 conference of the Centre for Advanced Studies on Collaborative research
Configurable Security Protocols for Multi-party Data Analysis with Malicious Participants
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
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
Privacy preserving learning in negotiation
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
Privacy-preserving distributed k-means clustering over arbitrarily partitioned data
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
The Indiana Center for Database Systems at Purdue University
ACM SIGMOD Record
A new permutation approach for distributed association rule mining
Proceedings of the 14th ACM international conference on Information and knowledge management
Privacy-preserving SVM using nonlinear kernels on horizontally partitioned data
Proceedings of the 2006 ACM symposium on Applied computing
The VLDB Journal — The International Journal on Very Large Data Bases
Distributed Data Mining in Peer-to-Peer Networks
IEEE Internet Computing
Privacy-Preserving Computation of Bayesian Networks on Vertically Partitioned Data
IEEE Transactions on Knowledge and Data Engineering
Graph-Based Abstraction for Privacy Preserving Manifold Visualization
WI-IATW '06 Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology
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
Mining multiple private databases using a kNN classifier
Proceedings of the 2007 ACM symposium on Applied computing
The privacy of k-NN retrieval for horizontal partitioned data: new methods and applications
ADC '07 Proceedings of the eighteenth conference on Australasian database - Volume 63
Preserving data privacy in outsourcing data aggregation services
ACM Transactions on Internet Technology (TOIT) - Special Issue on the Internet and Outsourcing
Privacy-preserving distributed association rule mining via semi-trusted mixer
Data & Knowledge Engineering
Secure computation with horizontally partitioned data using adaptive regression splines
Computational Statistics & Data Analysis
Privacy-preservation for gradient descent methods
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy preserving clustering on horizontally partitioned data
Data & Knowledge Engineering
Secure two-party k-means clustering
Proceedings of the 14th ACM conference on Computer and communications security
The applicability of the perturbation based privacy preserving data mining for real-world data
Data & Knowledge Engineering
Ownership protection of shape datasets with geodesic distance preservation
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Privacy-preserving multi-party decision tree induction
International Journal of Business Intelligence and Data Mining
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
A new efficient privacy-preserving scalar product protocol
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Distributed privacy preserving k-means clustering with additive secret sharing
PAIS '08 Proceedings of the 2008 international workshop on Privacy and anonymity in information society
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
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
Privacy Preserving Data Mining Research: Current Status and Key Issues
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part III: ICCS 2007
Privacy Preserving DBSCAN Algorithm for Clustering
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Privacy Preserving BIRCH Algorithm for Clustering over Arbitrarily Partitioned Databases
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Providing Naïve Bayesian Classifier-Based Private Recommendations on Partitioned Data
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Multi-party, Privacy-Preserving Distributed Data Mining Using a Game Theoretic Framework
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Disclosure Risks of Distance Preserving Data Transformations
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
An efficient protocol for private and accurate mining of support counts
Pattern Recognition Letters
FRAPP: a framework for high-accuracy privacy-preserving mining
Data Mining and Knowledge Discovery
Privacy-preserving data mining in the malicious model
International Journal of Information and Computer Security
Privacy-preserving data mashup
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Privately detecting bursts in streaming, distributed time series data
Data & Knowledge Engineering
Privacy-preserving data publishing for cluster analysis
Data & Knowledge Engineering
Privacy-Preserving Clustering with High Accuracy and Low Time Complexity
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Embedding and Retrieving Private Metadata in Electrocardiograms
Journal of Medical Systems
Information Sciences: an International Journal
On Distributed k-Anonymization
Fundamenta Informaticae
Preserving Privacy in Time Series Data Classification by Discretization
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
A distributed approach to enabling privacy-preserving model-based classifier training
Knowledge and Information Systems
Nearest Neighbor Tour Circuit Encryption Algorithm Based Random Isomap Reduction
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Employing PRBAC for privacy preserving data publishing
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Distributed data mining and agents
Engineering Applications of Artificial Intelligence
Inference in distributed data clustering
Engineering Applications of Artificial Intelligence
Privacy-preserving backpropagation neural network learning
IEEE Transactions on Neural Networks
Secure two and multi-party association rule mining
CISDA'09 Proceedings of the Second IEEE international conference on Computational intelligence for security and defense applications
Communication-Efficient Privacy-Preserving Clustering
Transactions on Data Privacy
Two-party privacy-preserving agglomerative document clustering
ISPEC'07 Proceedings of the 3rd international conference on Information security practice and experience
Using cryptography for privacy protection in data mining systems
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Efficient privacy preserving distributed clustering based on secret sharing
PAKDD'07 Proceedings of the 2007 international conference on Emerging technologies in knowledge discovery and data mining
Privacy preserving clustering for multi-party
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
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
Phoenix: privacy preserving biclustering on horizontally partitioned data
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
Privacy-preserving trust verification
Proceedings of the 15th ACM symposium on Access control models and technologies
APHID: An architecture for private, high-performance integrated data mining
Future Generation Computer Systems
Collusion-resistant privacy-preserving data mining
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A new class of attacks on time series data mining\m{1}
Intelligent Data Analysis
Rights protection of trajectory datasets with nearest-neighbor preservation
The VLDB Journal — The International Journal on Very Large Data Bases
Centralized and Distributed Anonymization for High-Dimensional Healthcare Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
IEEE Transactions on Image Processing
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
P4P: practical large-scale privacy-preserving distributed computation robust against malicious users
USENIX Security'10 Proceedings of the 19th USENIX conference on Security
PSO driven collaborative clustering: A clustering algorithm for ubiquitous environments
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
Learning latent variable models from distributed and abstracted data
Information Sciences: an International Journal
Privacy preserving spatio-temporal clustering on horizontally partitioned data
Ubiquitous knowledge discovery
Privacy preserving spatio-temporal clustering on horizontally partitioned data
Ubiquitous knowledge discovery
Journal of Computer and System Sciences
Anonymity meets game theory: secure data integration with malicious participants
The VLDB Journal — The International Journal on Very Large Data Bases
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
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
Privacy-Preserving SVM classification on vertically partitioned data
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Efficient classification from multiple heterogeneous databases
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Privacy-preserving collaborative filtering on vertically partitioned data
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Suppressing microdata to prevent probabilistic classification based inference
SDM'05 Proceedings of the Second VDLB international conference on Secure Data Management
Privacy preserving DBSCAN for vertically partitioned data
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
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 spatio-temporal clustering on horizontally partitioned data
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Privacy preserving unsupervised clustering over vertically partitioned data
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part V
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
ESORICS'05 Proceedings of the 10th European conference on Research in Computer Security
Privacy preserving BIRCH algorithm for clustering over vertically partitioned databases
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
Efficient privacy preserving k-means clustering
PAISI'10 Proceedings of the 2010 Pacific Asia conference on Intelligence and Security Informatics
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
A graph enrichment based clustering over vertically partitioned data
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Privacy preserving distributed DBSCAN clustering
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Privacy-preserving ranking over vertically partitioned data
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Privacy-Preserving EM algorithm for clustering on social network
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Privacy-preserving subgraph discovery
DBSec'12 Proceedings of the 26th Annual IFIP WG 11.3 conference on Data and Applications Security and Privacy
On Distributed k-Anonymization
Fundamenta Informaticae
Privacy-preserving genetic algorithms for rule discovery
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Right-protected data publishing with hierarchical clustering preservation
Proceedings of the 21st ACM international conference on Information and knowledge management
Privacy preserving neural networks in iris signature feature extraction
Proceedings of the 5th International Conference on PErvasive Technologies Related to Assistive Environments
A Knowledge Model Sharing Based Approach to Privacy-Preserving Data Mining
Transactions on Data Privacy
Cloud-enabled privacy-preserving collaborative learning for mobile sensing
Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems
Preserving Privacy in Time Series Data Mining
International Journal of Data Warehousing and Mining
International Journal of Data Warehousing and Mining
A privacy framework: indistinguishable privacy
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Secure Bayesian model averaging for horizontally partitioned data
Statistics and Computing
Bands of privacy preserving objectives: classification of PPDM strategies
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Privacy-preserving logistic regression outsourcing in cloud computing
International Journal of Grid and Utility Computing
Incorporating Privacy into the Undergraduate Curriculum
Proceedings of the 2013 on InfoSecCD '13: Information Security Curriculum Development Conference
Distributed and Parallel Databases
Secure outsourced computation of iris matching
Journal of Computer Security
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Privacy and security concerns can prevent sharing of data, derailing data mining projects. Distributed knowledge discovery, if done correctly, can alleviate this problem. The key is to obtain valid results, while providing guarantees on the (non)disclosure of data. We present a method for k-means clustering when different sites contain different attributes for a common set of entities. Each site learns the cluster of each entity, but learns nothing about the attributes at other sites.