STOC '87 Proceedings of the nineteenth annual ACM symposium on Theory of computing
Privacy-preserving data mining
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
A fast distributed algorithm for mining association rules
DIS '96 Proceedings of the fourth international conference on on Parallel and distributed information systems
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Cryptographic techniques for privacy-preserving data mining
ACM SIGKDD Explorations Newsletter
Randomization in 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 Secure Protocol for Computing Dot-Products in Clustered and Distributed Environments
ICPP '02 Proceedings of the 2002 International Conference on Parallel Processing
Privacy-Preserving Cooperative Scientific Computations
CSFW '01 Proceedings of the 14th IEEE workshop on Computer Security Foundations
Randomization in privacy preserving data mining
ACM SIGKDD Explorations Newsletter
State-of-the-art in privacy preserving data mining
ACM SIGMOD Record
Detecting privacy and ethical sensitivity in data mining results
ACSC '04 Proceedings of the 27th Australasian conference on Computer science - Volume 26
Privacy-preserving data integration and sharing
Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Privacy preserving regression modelling via distributed computation
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Privacy-Preserving Data Mining: Why, How, and When
IEEE Security and Privacy
A fuzzy reasoning scheme for context sharing decision making
ICEC '04 Proceedings of the 6th international conference on Electronic commerce
Deriving private information from randomized 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
IEEE Transactions on Knowledge and Data Engineering
Template-Based Privacy Preservation in Classification Problems
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Secure distributed data-mining and its application to large-scale network measurements
ACM SIGCOMM Computer Communication Review
Efficient anonymity-preserving data collection
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
A Tree-Based Data Perturbation Approach for Privacy-Preserving Data Mining
IEEE Transactions on Knowledge and Data Engineering
Privacy-preserving performance measurements
Proceedings of the 2006 SIGCOMM workshop on Mining network data
Tools for privacy preserving Kernel methods in data mining
AIA'06 Proceedings of the 24th IASTED international conference on Artificial intelligence and applications
Privacy preserving sequential pattern mining in distributed databases
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
k nearest neighbor classification across multiple private databases
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
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
Data Mining and Knowledge Discovery
Handicapping attacker's confidence: an alternative to k-anonymization
Knowledge and Information Systems
Privacy-preserving agent-based distributed data clustering
Web Intelligence and Agent Systems
Mining multiple private databases using a kNN classifier
Proceedings of the 2007 ACM symposium on Applied computing
Privacy preserving schema and data matching
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Smooth sensitivity and sampling in private data analysis
Proceedings of the thirty-ninth annual ACM symposium on Theory of computing
Privacy-preserving sharing and correction of security alerts
SSYM'04 Proceedings of the 13th conference on USENIX Security Symposium - Volume 13
Journal of the American Society for Information Science and Technology
Hiding collaborative recommendation association rules
Applied Intelligence
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
Preserving data privacy in outsourcing data aggregation services
ACM Transactions on Internet Technology (TOIT) - Special Issue on the Internet and Outsourcing
Privacy preserving decision tree learning over multiple parties
Data & Knowledge Engineering
Privacy-preserving distributed association rule mining via semi-trusted mixer
Data & Knowledge Engineering
A scalable modular convex solver for regularized risk minimization
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Enabling access-privacy for random walk based data analysis applications
Data & Knowledge Engineering
Guest editorial: Recent advances in preserving privacy when mining data
Data & Knowledge Engineering
The applicability of the perturbation based privacy preserving data mining for real-world data
Data & Knowledge Engineering
Privacy Aware Data Management and Chase
Fundamenta Informaticae - Special issue ISMIS'05
Privacy-preserving collision detection of two circles
Proceedings of the 2nd international conference on Scalable information systems
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
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
A privacy preserving technique for distance-based classification with worst case privacy guarantees
Data & Knowledge Engineering
Protection and retrieval of encrypted multimedia content: when cryptography meets signal processing
EURASIP Journal on Information Security
Data privacy protection in multi-party clustering
Data & Knowledge Engineering
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
Secure Construction of Contingency Tables from Distributed Data
Proceeedings of the 22nd annual IFIP WG 11.3 working conference on Data and Applications Security
New Efficient Attacks on Statistical Disclosure Control Mechanisms
CRYPTO 2008 Proceedings of the 28th Annual conference on Cryptology: Advances in Cryptology
A Robust Sampling-Based Framework for Privacy Preserving OLAP
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Maintenance of sanitizing informative association rules
Expert Systems with Applications: An International Journal
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
A grid data mining architecture for learning classifier systems
WSEAS Transactions on Computers
Privacy preservation of aggregates in hidden databases: why and how?
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Supervised learning classifier systems for grid data mining
CIS'09 Proceedings of the international conference on Computational and information science 2009
Privacy risks in health databases from aggregate disclosure
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Privacy-Preserving Telemonitoring for eHealth
Proceedings of the 23rd Annual IFIP WG 11.3 Working Conference on Data and Applications Security XXIII
Distributed Anonymization: Achieving Privacy for Both Data Subjects and Data Providers
Proceedings of the 23rd Annual IFIP WG 11.3 Working Conference on Data and Applications Security XXIII
Providing predictions on distributed HMMs with privacy
Artificial Intelligence Review
A Secure Protocol to Maintain Data Privacy in Data Mining
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
A novel anonymization algorithm: Privacy protection and knowledge preservation
Expert Systems with Applications: An International Journal
A novel approach for privacy mining of generic basic association rules
Proceedings of the ACM first international workshop on Privacy and anonymity for very large databases
Identity disclosure protection: A data reconstruction approach for privacy-preserving data mining
Decision Support Systems
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
Hiding collaborative recommendation association rules on horizontally partitioned data
Intelligent Data Analysis
Private record matching using differential privacy
Proceedings of the 13th International Conference on Extending Database Technology
Privacy-preserving data publishing: A survey of recent developments
ACM Computing Surveys (CSUR)
A cryptography based privacy preserving solution to mine cloud data
Proceedings of the Third Annual ACM Bangalore Conference
A secure multiparty computation privacy preserving OLAP framework over distributed XML data
Proceedings of the 2010 ACM Symposium on Applied Computing
Multiple target localisation in sensor networks with location privacy
ESAS'07 Proceedings of the 4th European conference on Security and privacy in ad-hoc and sensor networks
Protecting privacy in incremental maintenance for distributed association rule mining
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
APHID: An architecture for private, high-performance integrated data mining
Future Generation Computer Systems
A node-failure-resilient anonymous communication protocol through commutative path hopping
INFOCOM'10 Proceedings of the 29th conference on Information communications
Centralized and Distributed Anonymization for High-Dimensional Healthcare Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Privacy-aware regression modeling of participatory sensing data
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
Distributed sparse linear regression
IEEE Transactions on Signal Processing
Publishing time-series data under preservation of privacy and distance orders
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
CTS'05 Proceedings of the 2005 international conference on Collaborative technologies and systems
A distributed and privacy-preserving method for network intrusion detection
OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems: Part II
Privacy-preserving Bayesian network parameter learning
CIMMACS'05 Proceedings of the 4th WSEAS international conference on Computational intelligence, man-machine systems and cybernetics
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
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
TrustBus'11 Proceedings of the 8th international conference on Trust, privacy and security in digital business
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
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
Arbitrarily distributed data-based recommendations with privacy
Data & Knowledge Engineering
On honesty in sovereign information sharing
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
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
Performance-oriented privacy-preserving data integration
DILS'05 Proceedings of the Second international conference on Data Integration in the Life Sciences
Unauthorized inferences in semistructured databases
Information Sciences: an International Journal
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
Secure Distributed Subgroup Discovery in Horizontally Partitioned Data
Transactions on Data Privacy
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Efficient and Practical Approach for Private Record Linkage
Journal of Data and Information Quality (JDIQ)
Towards a theory for privacy preserving distributed OLAP
Proceedings of the 2012 Joint EDBT/ICDT Workshops
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 distributed framework for achieving ε-differential privacy
PETS'12 Proceedings of the 12th international conference on Privacy Enhancing Technologies
Privacy Aware Data Management and Chase
Fundamenta Informaticae - Special issue ISMIS'05
Proceedings of the Fifth Balkan Conference in Informatics
Computing join aggregates over private tables
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
International Journal of Data Warehousing and Mining
Secure multiparty aggregation with differential privacy: a comparative study
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Secure two-party association rule mining
AISC '11 Proceedings of the Ninth Australasian Information Security Conference - Volume 116
A taxonomy of privacy-preserving record linkage techniques
Information Systems
A Privacy Preserving Markov Model for Sequence Classification
Proceedings of the International Conference on Bioinformatics, Computational Biology and Biomedical Informatics
An iterative two-party protocol for scalable privacy-preserving record linkage
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
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
Dividing secrets to secure data outsourcing
Information Sciences: an International Journal
Distributed and Parallel Databases
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Privacy preserving mining of distributed data has numerous applications. Each application poses different constraints: What is meant by privacy, what are the desired results, how is the data distributed, what are the constraints on collaboration and cooperative computing, etc. We suggest that the solution to this is a toolkit of components that can be combined for specific privacy-preserving data mining applications. This paper presents some components of such a toolkit, and shows how they can be used to solve several privacy-preserving data mining problems.