Toward a multilevel secure relational data model
SIGMOD '91 Proceedings of the 1991 ACM SIGMOD international conference on Management of data
Multi party computations: past and present
PODC '97 Proceedings of the sixteenth annual ACM symposium on Principles of distributed computing
Executing SQL over encrypted data in the database-service-provider model
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Tools for privacy preserving distributed data mining
ACM SIGKDD Explorations Newsletter
Transforming data to satisfy privacy constraints
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
Information sharing across private databases
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Privacy-preserving k-means clustering over vertically partitioned data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
State-of-the-art in privacy preserving data mining
ACM SIGMOD Record
Privacy-Preserving Distributed Mining of Association Rules on Horizontally Partitioned Data
IEEE Transactions on Knowledge and Data Engineering
Privacy and Ownership Preserving of Outsourced Medical Data
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Privacy-Preserving Top-k Queries
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Extending Relational Database Systems to Automatically Enforce Privacy Policies
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Topk Queries across Multiple Private Databases
ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
Models and Methods for Privacy-Preserving Data Analysis and Publishing
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
A privacy-preserving index for range queries
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Integrating private databases for data analysis
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
A distributed approach to enabling privacy-preserving model-based classifier training
Knowledge and Information Systems
Predicting user personality by mining social interactions in Facebook
Journal of Computer and System Sciences
Secure k-NN query on encrypted cloud database without key-sharing
International Journal of Electronic Security and Digital Forensics
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Modern electronic communication has collapsed geographical boundaries for global information sharing but often at the expense of data security and privacy boundaries. Distributed privacy preserving data mining tools are increasingly becoming critical for mining multiple databases with a minimum information disclosure. We present a framework including a general model as well as multi-round algorithms for mining horizontally partitioned databases using a privacy preserving k Nearest Neighbor (kNN) classifier. A salient feature of our approach is that it offers a trade-off between accuracy, efficiency and privacy through multi-round protocols.