Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Gossip-Based Computation of Aggregate Information
FOCS '03 Proceedings of the 44th Annual IEEE Symposium on Foundations of Computer Science
Privacy-preserving k-means clustering over vertically partitioned data
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
The price of validity in dynamic networks
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Distributed feature extraction in a p2p setting: a case study
Future Generation Computer Systems - Special section: Data mining in grid computing environments
A local facility location algorithm for sensor networks
DCOSS'05 Proceedings of the First IEEE international conference on Distributed Computing in Sensor Systems
Association rule mining in peer-to-peer systems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Distributed feature extraction in a p2p setting: a case study
Future Generation Computer Systems - Special section: Data mining in grid computing environments
Distributed classification in peer-to-peer networks
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Semantic indexing in structured peer-to-peer networks
Journal of Parallel and Distributed Computing
Peer-to-peer semantic web search
CompSysTech '07 Proceedings of the 2007 international conference on Computer systems and technologies
Automated P2P Learning in Agent-Based Classification Networks
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
A P2P-based flocking algorithm for distributed clustering using small world structure
AIC'07 Proceedings of the 7th Conference on 7th WSEAS International Conference on Applied Informatics and Communications - Volume 7
Cascade RSVM in Peer-to-Peer Networks
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Clustering Distributed Sensor Data Streams
ECML PKDD '08 Proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases - Part II
Decentralized Movement Pattern Detection amongst Mobile Geosensor Nodes
GIScience '08 Proceedings of the 5th international conference on Geographic Information Science
Methods and algorithms of collective recognition
Automation and Remote Control
Interaction of Agents and Data Mining in Ubiquitous Environment
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Reducing query overhead through route learning in unstructured peer-to-peer network
Journal of Network and Computer Applications
Communication-Efficient Classification in P2P Networks
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Multi-dimensional data density estimation in P2P networks
Distributed and Parallel Databases
Peer-to-peer data mining, privacy issues, and games
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
Advances In Peer-To-Peer Content Search
Journal of Signal Processing Systems
APHID: An architecture for private, high-performance integrated data mining
Future Generation Computer Systems
MineFleet®: an overview of a widely adopted distributed vehicle performance data mining system
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Toward boosting distributed association rule mining by data de-clustering
Information Sciences: an International Journal
On classifying drifting concepts in P2P networks
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part I
Clustering distributed sensor data streams using local processing and reduced communication
Intelligent Data Analysis - Ubiquitous Knowledge Discovery
Resource aware distributed knowledge discovery
Ubiquitous knowledge discovery
Nemoz: a distributed framework for collaborative media organization
Ubiquitous knowledge discovery
L2GClust: local-to-global clustering of stream sources
Proceedings of the 2011 ACM Symposium on Applied Computing
Resource aware distributed knowledge discovery
Ubiquitous knowledge discovery
Nemoz: a distributed framework for collaborative media organization
Ubiquitous knowledge discovery
Context-aware collaborative data stream mining in ubiquitous devices
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Localized alternative cluster ensembles for collaborative structuring
ECML'06 Proceedings of the 17th European conference on Machine Learning
Towards robust and efficient computation in dynamic peer-to-peer networks
Proceedings of the twenty-third annual ACM-SIAM symposium on Discrete Algorithms
Adaptive ensemble classification in p2p networks
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Multi-agent based classification using argumentation from experience
Autonomous Agents and Multi-Agent Systems
Proceedings of the Fifth Balkan Conference in Informatics
Peer-to-peer distributed text classifier learning in PADMINI
Statistical Analysis and Data Mining
International Journal of Metadata, Semantics and Ontologies
Peer-to-peer multi-class boosting
Euro-Par'12 Proceedings of the 18th international conference on Parallel Processing
Using agent based modeling and simulation for data mining
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Fault tolerant decentralised K-Means clustering for asynchronous large-scale networks
Journal of Parallel and Distributed Computing
Storage and search in dynamic peer-to-peer networks
Proceedings of the twenty-fifth annual ACM symposium on Parallelism in algorithms and architectures
International Journal of Metadata, Semantics and Ontologies
Classification in P2P networks with cascade support vector machines
ACM Transactions on Knowledge Discovery from Data (TKDD)
Design of an Integrated Digital Library System Based on Peer-to-Peer Data Mining
International Journal of Cyber Ethics in Education
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Peer-to-peer (P2P) networks are gaining popularity in many applications such as file sharing, e-commerce, and social networking, many of which deal with rich, distributed data sources that can benefit from data mining. P2P networks are, in fact,well-suited to distributed data mining (DDM), which deals with the problem of data analysis in environments with distributed data,computing nodes,and users. This article offers an overview of DDM applications and algorithms for P2P environments,focusing particularly on local algorithms that perform data analysis by using computing primitives with limited communication overhead. The authors describe both exact and approximate local P2P data mining algorithms that work in a decentralized and communication-efficient manner.