A randomized protocol for signing contracts
Communications of the ACM
STOC '87 Proceedings of the nineteenth annual ACM symposium on Theory of computing
Completeness theorems for non-cryptographic fault-tolerant distributed computation
STOC '88 Proceedings of the twentieth annual ACM symposium on Theory of computing
Multiparty unconditionally secure protocols
STOC '88 Proceedings of the twentieth annual ACM symposium on Theory of computing
Uses of randomness in algorithms and protocols
Uses of randomness in algorithms and protocols
Comparing information without leaking it
Communications of the ACM
Oblivious transfer and polynomial evaluation
STOC '99 Proceedings of the thirty-first annual ACM symposium on Theory of computing
Machine Learning
Machine Learning
CRYPTO '99 Proceedings of the 19th Annual International Cryptology Conference on Advances in Cryptology
Non-Interactive Oblivious Transfer and Spplications
CRYPTO '89 Proceedings of the 9th Annual International Cryptology Conference on Advances in Cryptology
Efficient Generation of Shared RSA Keys (Extended Abstract)
CRYPTO '97 Proceedings of the 17th Annual International Cryptology Conference on Advances in Cryptology
FOCS '95 Proceedings of the 36th Annual Symposium on Foundations of Computer Science
How to generate and exchange secrets
SFCS '86 Proceedings of the 27th Annual Symposium on Foundations of Computer Science
Public-key cryptosystems based on composite degree residuosity classes
EUROCRYPT'99 Proceedings of the 17th international conference on Theory and application of cryptographic techniques
Local and Global Methods in Data Mining: Basic Techniques and Open Problems
ICALP '02 Proceedings of the 29th International Colloquium on Automata, Languages and Programming
Oblivious Polynomial Evaluation and Oblivious Neural Learning
ASIACRYPT '01 Proceedings of the 7th International Conference on the Theory and Application of Cryptology and Information Security: Advances in Cryptology
Privacy-Preserving Cooperative Scientific Computations
CSFW '01 Proceedings of the 14th IEEE workshop on Computer Security Foundations
Privacy-preserving Distributed Clustering using Generative Models
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
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
Secure Construction of Contingency Tables from Distributed Data
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
Improved Garbled Circuit: Free XOR Gates and Applications
ICALP '08 Proceedings of the 35th international colloquium on Automata, Languages and Programming, Part II
A Distributed Privacy-Preserving Association Rules Mining Scheme Using Frequent-Pattern Tree
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
A Practical Universal Circuit Construction and Secure Evaluation of Private Functions
Financial Cryptography and Data Security
An Anonymity Model Achievable Via Microaggregation
SDM '08 Proceedings of the 5th VLDB workshop on Secure Data Management
Privacy Preserving Data Mining within Anonymous Credential Systems
SCN '08 Proceedings of the 6th international conference on Security and Cryptography for Networks
Secure Multi-party Protocols for Privacy Preserving Data Mining
WASA '08 Proceedings of the Third International Conference on Wireless Algorithms, Systems, and Applications
Efficient Privacy-Preserving Link Discovery
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
An Efficient Approximate Protocol for Privacy-Preserving Association Rule Mining
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Privacy-Preserving Distributed Learning Based on Genetic Algorithms and Artificial Neural Networks
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part II: Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living
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
Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Programming with differential privacy: technical perspective
Communications of the ACM
Privacy-preserving outsourcing support vector machines with random transformation
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Privacy-aware regression modeling of participatory sensing data
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Collaborative, privacy-preserving data aggregation at scale
PETS'10 Proceedings of the 10th international conference on Privacy enhancing technologies
ACM Transactions on Database Systems (TODS)
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
Efficient privacy-preserving data mining in malicious model
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Privacy-preserving data mining in presence of covert adversaries
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
(If) size matters: size-hiding private set intersection
PKC'11 Proceedings of the 14th international conference on Practice and theory in public key cryptography conference on Public key cryptography
Quadratic error minimization in a distributed environment with privacy preserving
PSDML'10 Proceedings of the international ECML/PKDD conference on Privacy and security issues in data mining and machine learning
Secure top-k subgroup discovery
PSDML'10 Proceedings of the international ECML/PKDD conference on Privacy and security issues in data mining and machine learning
Privacy-preserving data mining: a game-theoretic approach
DBSec'11 Proceedings of the 25th annual IFIP WG 11.3 conference on Data and applications security and privacy
Non-metric multidimensional scaling for privacy-preserving data clustering
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Automatically optimizing secure computation
Proceedings of the 18th ACM conference on Computer and communications security
Privacy preserving feature selection for distributed data using virtual dimension
Proceedings of the 20th ACM international conference on Information and knowledge management
Preserving privacy of moving objects via temporal clustering of spatio-temporal data streams
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Differential privacy for location pattern mining
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
An agent based privacy preserving mining for distributed databases
CIS'04 Proceedings of the First international conference on Computational and Information Science
k-Anonymous Decision Tree Induction
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
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
Efficient classification from multiple heterogeneous databases
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
Privacy preserving DBSCAN for vertically partitioned data
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
Sanitization of databases for refined privacy trade-offs
ISI'06 Proceedings of the 4th IEEE international conference on Intelligence and Security Informatics
SP'04 Proceedings of the 12th international conference on Security Protocols
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
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
Ensuring data security against knowledge discovery in distributed information systems
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
ICDT'05 Proceedings of the 10th international conference on Database Theory
Inference on distributed data clustering
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
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
Privacy-Preserving collaborative association rule mining
DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
Blind custodians: a database service architecture that supports privacy without encryption
DBSec'05 Proceedings of the 19th annual IFIP WG 11.3 working conference on Data and Applications Security
Secure computation of the mean and related statistics
TCC'05 Proceedings of the Second international conference on Theory of Cryptography
A privacy-preserving classification mining algorithm
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Performance evaluation of an agent based distributed data mining system
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
Private mining of association rules
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
ESORICS'05 Proceedings of the 10th European conference on Research in Computer Security
Journal of Network and Computer Applications
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
Conditional encrypted mapping and comparing encrypted numbers
FC'06 Proceedings of the 10th international conference on Financial Cryptography and Data Security
Polylogarithmic private approximations and efficient matching
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Secure computation, i/o-efficient algorithms and distributed signatures
CT-RSA'12 Proceedings of the 12th conference on Topics in Cryptology
Forecasting using rules extracted from privacy preservation neural network
MIWAI'11 Proceedings of the 5th international conference on Multi-Disciplinary Trends in Artificial Intelligence
Fast computation on encrypted polynomials and applications
CANS'11 Proceedings of the 10th international conference on Cryptology and Network Security
More than modelling and hiding: towards a comprehensive view of Web mining and privacy
Data Mining and Knowledge Discovery
Secure Distributed Subgroup Discovery in Horizontally Partitioned Data
Transactions on Data Privacy
Privacy Preserving Aggregation of Secret Classifiers
Transactions on Data Privacy
Fully homomorphic encryption based two-party association rule mining
Data & Knowledge Engineering
Privacy preserving protocol for service aggregation in cloud computing
Software—Practice & Experience
Privacy-preserving ranking over vertically partitioned data
Proceedings of the 2012 Joint EDBT/ICDT Workshops
Efficient robust private set intersection
International Journal of Applied Cryptography
Privacy-preserving back-propagation and extreme learning machine algorithms
Data & Knowledge Engineering
Approximate privacy-preserving data mining on vertically partitioned data
DBSec'12 Proceedings of the 26th Annual IFIP WG 11.3 conference on Data and Applications Security and Privacy
Privacy-preserving content-based recommender system
Proceedings of the on Multimedia and security
Billion-gate secure computation with malicious adversaries
Security'12 Proceedings of the 21st USENIX conference on Security symposium
Privacy Aware Data Management and Chase
Fundamenta Informaticae - Special issue ISMIS'05
Privacy-preserving genetic algorithms for rule discovery
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Privacy-preserving self-organizing map
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
Private multiparty sampling and approximation of vector combinations
ICALP'07 Proceedings of the 34th international conference on Automata, Languages and Programming
Study of a fuzzy comprehensive evaluation problem in cloud computing
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
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
Preserving Privacy in Time Series Data Mining
International Journal of Data Warehousing and Mining
Privacy-preserving disjunctive normal form operations on distributed sets
Information Sciences: an International Journal
Secure Bayesian model averaging for horizontally partitioned data
Statistics and Computing
Secure two-party association rule mining
AISC '11 Proceedings of the Ninth Australasian Information Security Conference - Volume 116
Bands of privacy preserving objectives: classification of PPDM strategies
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
Trends and research directions for privacy preserving approaches on the cloud
Proceedings of the 6th ACM India Computing Convention
Towards privacy-preserving fault detection
Proceedings of the 9th Workshop on Hot Topics in Dependable Systems
Incorporating Privacy into the Undergraduate Curriculum
Proceedings of the 2013 on InfoSecCD '13: Information Security Curriculum Development Conference
Secure outsourced garbled circuit evaluation for mobile devices
SEC'13 Proceedings of the 22nd USENIX conference on Security
Dividing secrets to secure data outsourcing
Information Sciences: an International Journal
Distributed and Parallel Databases
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In this paper we introduce the concept of privacy preserving data mining. In our model, two parties owning confidential databases wish to run a data mining algorithm on the union of their databases, without revealing any unnecessary information. This problem has many practical and important applications, such as in medical research with confidential patient records. Data mining algorithms are usually complex, especially as the size of the input is measured in megabytes, if not gigabytes. A generic secure multi-party computation solution, based on evaluation of a circuit computing the algorithm on the entire input, is therefore of no practical use. We focus on the problem of decision tree learning and use ID3, a popular and widely used algorithm for this problem. We present a solution that is considerably more efficient than generic solutions. It demands very few rounds of communication and reasonable bandwidth. In our solution, each party performs by itself a computation of the same order as computing the ID3 algorithm for its own database. The results are then combined using efficient cryptographic protocols, whose overhead is only logarithmic in the number of transactions in the databases. We feel that our result is a substantial contribution, demonstrating that secure multi-party computation can be made practical, even for complex problems and large inputs.