Fast discovery of association rules
Advances in knowledge discovery and data mining
Free-Sets: A Condensed Representation of Boolean Data for the Approximation of Frequency Queries
Data Mining and Knowledge Discovery
Frequent Closures as a Concise Representation for Binary Data Mining
PADKK '00 Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Current Issues and New Applications
Priced Oblivious Transfer: How to Sell Digital Goods
EUROCRYPT '01 Proceedings of the International Conference on the Theory and Application of Cryptographic Techniques: Advances in Cryptology
PKC '01 Proceedings of the 4th International Workshop on Practice and Theory in Public Key Cryptography: Public Key Cryptography
Cryptographic techniques for privacy-preserving data mining
ACM SIGKDD Explorations Newsletter
Privacy preserving association rule mining in vertically partitioned data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
A practical approach to solve Secure Multi-party Computation problems
Proceedings of the 2002 workshop on New security paradigms
Privacy-Preserving Cooperative Statistical Analysis
ACSAC '01 Proceedings of the 17th Annual Computer Security Applications Conference
Foundations of Cryptography: Volume 2, Basic Applications
Foundations of Cryptography: Volume 2, Basic Applications
Privacy-preserving Bayesian network structure computation on distributed heterogeneous data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A secure and optimally efficient multi-authority election scheme
EUROCRYPT'97 Proceedings of the 16th annual international conference on Theory and application of cryptographic techniques
Public-key cryptosystems based on composite degree residuosity classes
EUROCRYPT'99 Proceedings of the 17th international conference on Theory and application of cryptographic techniques
Secure Vickrey auctions without threshold trust
FC'02 Proceedings of the 6th international conference on Financial cryptography
A resolution strategy for verifying cryptographic protocols with CBC encryption and blind signatures
PPDP '05 Proceedings of the 7th ACM SIGPLAN international conference on Principles and practice of declarative programming
Privacy-preserving distributed k-means clustering over arbitrarily partitioned data
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Privacy-preserving SVM using nonlinear kernels on horizontally partitioned data
Proceedings of the 2006 ACM symposium on Applied computing
Cryptographically private support vector machines
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A secure distributed framework for achieving k-anonymity
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
Client-side web mining for community formation in peer-to-peer environments
ACM SIGKDD Explorations Newsletter
A genetic algorithm for privacy preserving combinatorial optimization
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Privacy-preservation for gradient descent methods
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
A secure multidimensional point inclusion protocol
Proceedings of the 9th workshop on Multimedia & security
Two methods for privacy preserving data mining with malicious participants
Information Sciences: an International Journal
Secure two-party k-means clustering
Proceedings of the 14th ACM conference on Computer and communications security
Oblivious neural network computing via homomorphic encryption
EURASIP Journal on Information Security
Privacy-preserving link discovery
Proceedings of the 2008 ACM symposium on Applied computing
Private combinatorial group testing
Proceedings of the 2008 ACM symposium on Information, computer and communications security
Privacy-preserving Naïve Bayes classification
The VLDB Journal — The International Journal on Very Large Data Bases
Protection and retrieval of encrypted multimedia content: when cryptography meets signal processing
EURASIP Journal on Information Security
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)
A New Protocol for Conditional Disclosure of Secrets and Its Applications
ACNS '07 Proceedings of the 5th international conference on Applied Cryptography and Network Security
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 Two-Party Computation of Squared Euclidean Distances in the Presence of Malicious Adversaries
Information Security and Cryptology
Secure Construction of Contingency Tables from Distributed Data
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
PBS: Private Bartering Systems
Financial Cryptography and Data Security
Privacy-preserving linear programming
Proceedings of the 2009 ACM symposium on Applied Computing
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
Secure two-party point-circle inclusion problem
Journal of Computer Science and Technology
Secure Hamming Distance Based Computation and Its Applications
ACNS '09 Proceedings of the 7th International Conference on Applied Cryptography and Network Security
Another Look at Extended Private Information Retrieval Protocols
AFRICACRYPT '09 Proceedings of the 2nd International Conference on Cryptology in Africa: Progress in Cryptology
Impossibility of unconditionally secure scalar products
Data & Knowledge Engineering
Privacy-Preserving Face Recognition
PETS '09 Proceedings of the 9th International Symposium on Privacy Enhancing Technologies
A Secure Protocol to Maintain Data Privacy in Data Mining
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Toward empirical aspects of secure scalar product
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews - Special issue on information reuse and integration
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
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
Securely outsourcing linear algebra computations
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Extended private information retrieval and its application in biometrics authentications
CANS'07 Proceedings of the 6th international conference on Cryptology and network security
Privacy-preserving linear fisher discriminant analysis
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Towards privacy-preserving model selection
PinKDD'07 Proceedings of the 1st ACM SIGKDD international conference on Privacy, security, and trust in KDD
Encrypted domain DCT based on homomorphic cryptosystems
EURASIP Journal on Information Security - Special issue on enhancing privacy protection in multimedia systems
Anonymous biometric access control
EURASIP Journal on Information Security - Special issue on enhancing privacy protection in multimedia systems
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
Efficient privacy-preserving similar document detection
The VLDB Journal — The International Journal on Very Large Data Bases
Algorithms and theory of computation handbook
A two-party protocol with trusted initializer for computing the inner product
WISA'10 Proceedings of the 11th international conference on Information security applications
Journal of Computer and System Sciences
N-gram based secure similar document detection
DBSec'11 Proceedings of the 25th annual IFIP WG 11.3 conference on Data and applications security and privacy
Privacy preserving group linkage
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
An efficient cacheable secure scalar product protocol for privacy-preserving data mining
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
A weakness in some oblivious transfer and zero-knowledge protocols
ASIACRYPT'06 Proceedings of the 12th international conference on Theory and Application of Cryptology and Information Security
Efficient protocols for privacy preserving matching against distributed datasets
ICICS'06 Proceedings of the 8th international conference on Information and Communications Security
Testing disjointness of private datasets
FC'05 Proceedings of the 9th international conference on Financial Cryptography and Data Security
Arbitrarily distributed data-based recommendations with privacy
Data & Knowledge Engineering
More on shared-scalar-product protocols
ISPEC'06 Proceedings of the Second international conference on Information Security Practice and Experience
Privacy preserving BIRCH algorithm for clustering over vertically partitioned databases
SDM'06 Proceedings of the Third VLDB international conference on Secure Data Management
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
Conditional encrypted mapping and comparing encrypted numbers
FC'06 Proceedings of the 10th international conference on Financial Cryptography and Data Security
Oblivious scalar-product protocols
ACISP'06 Proceedings of the 11th Australasian conference on Information Security and Privacy
Polylogarithmic private approximations and efficient matching
TCC'06 Proceedings of the Third conference on Theory of Cryptography
Private similarity computation in distributed systems: from cryptography to differential privacy
OPODIS'11 Proceedings of the 15th international conference on Principles of Distributed Systems
Efficient and Practical Approach for Private Record Linkage
Journal of Data and Information Quality (JDIQ)
A universal toolkit for cryptographically secure privacy-preserving data mining
PAISI'12 Proceedings of the 2012 Pacific Asia conference on Intelligence and Security Informatics
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
Secure two-party computations in ANSI C
Proceedings of the 2012 ACM conference on Computer and communications security
Computing join aggregates over private tables
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Privacy-preserving genetic algorithms for rule discovery
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge 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
International Journal of Applied Cryptography
Bands of privacy preserving objectives: classification of PPDM strategies
AusDM '11 Proceedings of the Ninth Australasian Data Mining Conference - Volume 121
An information-flow type-system for mixed protocol secure computation
Proceedings of the 8th ACM SIGSAC symposium on Information, computer and communications security
Verifiable and private top-k monitoring
Proceedings of the 8th ACM SIGSAC symposium on Information, computer and communications security
Verifying correctness of inner product of vectors in cloud computing
Proceedings of the 2013 international workshop on Security in cloud computing
A Privacy Preserving Markov Model for Sequence Classification
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
Privacy-preserving Kruskal-Wallis test
Computer Methods and Programs in Biomedicine
Bloom filter bootstrap: privacy-preserving estimation of the size of an intersection
DBSec'13 Proceedings of the 27th international conference on Data and Applications Security and Privacy XXVII
Secure k-NN query on encrypted cloud database without key-sharing
International Journal of Electronic Security and Digital Forensics
Distributed and Parallel Databases
Secure outsourced computation of iris matching
Journal of Computer Security
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In mining and integrating data from multiple sources, there are many privacy and security issues. In several different contexts, the security of the full privacy-preserving data mining protocol depends on the security of the underlying private scalar product protocol. We show that two of the private scalar product protocols, one of which was proposed in a leading data mining conference, are insecure. We then describe a provably private scalar product protocol that is based on homomorphic encryption and improve its efficiency so that it can also be used on massive datasets.