Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Community networks: building a new participatory medium
Communications of the ACM
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
From user access patterns to dynamic hypertext linking
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
SpeedTracer: a Web usage mining and analysis tool
IBM Systems Journal
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Trawling the Web for emerging cyber-communities
WWW '99 Proceedings of the eighth international conference on World Wide Web
Automatic personalization based on Web usage mining
Communications of the ACM
Semantic community Web portals
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
Efficient identification of Web communities
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Towards adaptive Web sites: conceptual framework and case study
Artificial Intelligence - Special issue on Intelligent internet systems
ACM SIGKDD Explorations Newsletter
Virtual Community: Homesteading on the Electronic Frontier
Virtual Community: Homesteading on the Electronic Frontier
Modern Information Retrieval
Weaving the Web: The Original Design and Ultimate Destiny of the World Wide Web by Its Inventor
Weaving the Web: The Original Design and Ultimate Destiny of the World Wide Web by Its Inventor
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization
Data Mining and Knowledge Discovery
User Modeling for Personalized City Tours
Artificial Intelligence Review
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Clustering the Users of Large Web Sites into Communities
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
WUM - A Tool for WWW Ulitization Analysis
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
Query Expansion by Mining User Logs
IEEE Transactions on Knowledge and Data Engineering
Web Mining: Information and Pattern Discovery on the World Wide Web
ICTAI '97 Proceedings of the 9th International Conference on Tools with Artificial Intelligence
The Journal of Machine Learning Research
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
A community-aware search engine
Proceedings of the 13th international conference on World Wide Web
Web usage mining based on probabilistic latent semantic analysis
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A Scalable Collaborative Filtering Framework Based on Co-Clustering
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Large-Scale Concept Ontology for Multimedia
IEEE MultiMedia
The challenge problem for automated detection of 101 semantic concepts in multimedia
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Discovering Web Communities in the Blogspace
HICSS '07 Proceedings of the 40th Annual Hawaii International Conference on System Sciences
Adaptive, intelligent presentation of information for the museum visitor in PEACH
User Modeling and User-Adapted Interaction
Blog Community Discovery and Evolution Based on Mutual Awareness Expansion
WI '07 Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence
Ontology Mining for PersonalizedWeb Information Gathering
WI '07 Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence
International Journal of Web Based Communities
Two heads better than one: pattern discovery in time-evolving multi-aspect data
Data Mining and Knowledge Discovery
Tag Recommendations in Folksonomies
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Unveiling facebook: a measurement study of social network based applications
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Tag recommendations based on tensor dimensionality reduction
Proceedings of the 2008 ACM conference on Recommender systems
Community detection in complex networks
Journal of Computer Science and Technology
Communities and Emerging Semantics in Semantic Link Network: Discovery and Learning
IEEE Transactions on Knowledge and Data Engineering
Social recommender systems for web 2.0 folksonomies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Clustering learners according to their collaboration
CSCWD '09 Proceedings of the 2009 13th International Conference on Computer Supported Cooperative Work in Design
Collaborative filtering for social tagging systems: an experiment with CiteULike
Proceedings of the third ACM conference on Recommender systems
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Data mining for web personalization
The adaptive web
Hybrid web recommender systems
The adaptive web
Community-based ranking of the social web
Proceedings of the 21st ACM conference on Hypertext and hypermedia
A game-theoretic framework to identify overlapping communities in social networks
Data Mining and Knowledge Discovery
Personalizing Web Directories with the Aid of Web Usage Data
IEEE Transactions on Knowledge and Data Engineering
Social network mining with nonparametric relational models
SNAKDD'08 Proceedings of the Second international conference on Advances in social network mining and analysis
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Detecting Highly Overlapping Communities with Model-Based Overlapping Seed Expansion
ASONAM '10 Proceedings of the 2010 International Conference on Advances in Social Networks Analysis and Mining
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Interest-based user grouping model for collaborative filtering in digital libraries
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
Social navigation support in a course recommendation system
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Bayesian credibility modeling for personalized recommendation in participatory media
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Finding your way through the rijksmuseum with an adaptive mobile museum guide
ESWC'10 Proceedings of the 7th international conference on The Semantic Web: research and Applications - Volume Part I
Fifteen years of constraint-based tutors: what we have achieved and where we are going
User Modeling and User-Adapted Interaction
Recommender systems: from algorithms to user experience
User Modeling and User-Adapted Interaction
Personalization in cultural heritage: the road travelled and the one ahead
User Modeling and User-Adapted Interaction
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User Modeling and User-Adapted Interaction
Personalization and privacy: a survey of privacy risks and remedies in personalization-based systems
User Modeling and User-Adapted Interaction
Personalization in cultural heritage: the road travelled and the one ahead
User Modeling and User-Adapted Interaction
Motivating participation in social computing applications: a user modeling perspective
User Modeling and User-Adapted Interaction
Personalization and privacy: a survey of privacy risks and remedies in personalization-based systems
User Modeling and User-Adapted Interaction
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One of the major innovations in personalization in the last 20聽years was the injection of social knowledge into the model of the user. The user is not considered an isolated individual any more, but a member of one or more communities. User communities have been facilitated by the striking advancements of electronic communications and in particular the penetration of the Web into people's everyday routine. Communities arise in a number of different ways. Social networking tools typically allow users to proactively connect to each other. Alternatively, data mining tools discover communities of connected Web sites or communities of Web users. In this article, we focus on the latter type of community, which is commonly mined from logs of users' activity on the Web. We recall how this process has been used to model the users' interests and personalize Web applications. Collaborative filtering and recommendation are the most widely used forms of community-driven personalization. However, we examine a range of other interesting alternatives that are worth investigating further. This effort leads us naturally to the recent developments on the Web and particularly the advent of the social Web. We explain how this development draws together the different viewpoints on Web communities and introduces new opportunities for community-based personalization. In particular, we propose the concept of active user community and show how this relates to recent efforts on mining social networks and social media.