The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Exploiting hierarchical domain structure to compute similarity
ACM Transactions on Information Systems (TOIS)
A Triadic Approach to Formal Concept Analysis
ICCS '95 Proceedings of the Third International Conference on Conceptual Structures: Applications, Implementation and Theory
An Information-Theoretic Definition of Similarity
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
The link prediction problem for social networks
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Algorithmic detection of semantic similarity
WWW '05 Proceedings of the 14th international conference on World Wide Web
Usage patterns of collaborative tagging systems
Journal of Information Science
GiveALink: mining a semantic network of bookmarks for web search and recommendation
Proceedings of the 3rd international workshop on Link discovery
Improved annotation of the blogosphere via autotagging and hierarchical clustering
Proceedings of the 15th international conference on World Wide Web
AutoTag: a collaborative approach to automated tag assignment for weblog posts
Proceedings of the 15th international conference on World Wide Web
HT06, tagging paper, taxonomy, Flickr, academic article, to read
Proceedings of the seventeenth conference on Hypertext and hypermedia
Harvesting social knowledge from folksonomies
Proceedings of the seventeenth conference on Hypertext and hypermedia
Evaluating WordNet-based Measures of Lexical Semantic Relatedness
Computational Linguistics
Optimizing web search using social annotations
Proceedings of the 16th international conference on World Wide Web
The Social Structure of Tagging Internet Video on del.icio.us
HICSS '07 Proceedings of the 40th Annual Hawaii International Conference on System Sciences
Can social bookmarking improve web search?
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Visualizing social links in exploratory search
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Ontologies are us: a unified model of social networks and semantics
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Information retrieval in folksonomies: search and ranking
ESWC'06 Proceedings of the 3rd European conference on The Semantic Web: research and applications
Metadata mechanisms: from ontology to folksonomy .. and back
OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part I
Emergent semantics from folksonomies: a quantitative study
Journal on Data Semantics VI
Proceedings of the 5th International Workshop on Adversarial Information Retrieval on the Web
Incentives for social annotation
Proceedings of the 20th ACM conference on Hypertext and hypermedia
A scalable, collaborative similarity measure for social annotation systems
Proceedings of the 20th ACM conference on Hypertext and hypermedia
“Socially induced semantic networks and applications” by Benjamin Markines
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Matching information content with music
Proceedings of the third ACM conference on Recommender systems
I tag, you tag: translating tags for advanced user models
Proceedings of the third ACM international conference on Web search and data mining
Folks in Folksonomies: social link prediction from shared metadata
Proceedings of the third ACM international conference on Web search and data mining
Document recommendation in social tagging services
Proceedings of the 19th international conference on World wide web
Stop thinking, start tagging: tag semantics emerge from collaborative verbosity
Proceedings of the 19th international conference on World wide web
Content-based tag generation to enable a tag-based collaborative tv-recommendation system.
Proceedings of the 8th international interactive conference on Interactive TV&Video
Proceedings of the 21st ACM conference on Hypertext and hypermedia
GiveALink tagging game: an incentive for social annotation
Proceedings of the ACM SIGKDD Workshop on Human Computation
The wisdom in tweetonomies: acquiring latent conceptual structures from social awareness streams
Proceedings of the 3rd International Semantic Search Workshop
Personalized search by tag-based user profile and resource profile in collaborative tagging systems
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Ontology emergence from folksonomies
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A weighted tag similarity measure based on a collaborative weight model
SMUC '10 Proceedings of the 2nd international workshop on Search and mining user-generated contents
Proceedings of the 1st ACM international workshop on Connected multimedia
Trade-off between complexity of structured tagging and effectiveness of web service retrieval
ICWE'10 Proceedings of the 10th international conference on Current trends in web engineering
Towards active detection of identity clone attacks on online social networks
Proceedings of the first ACM conference on Data and application security and privacy
Categorising social tags to improve folksonomy-based recommendations
Web Semantics: Science, Services and Agents on the World Wide Web
Using machine learning to support continuous ontology development
EKAW'10 Proceedings of the 17th international conference on Knowledge engineering and management by the masses
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
Schema-as-you-go: on probabilistic tagging and querying of wide tables
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Personalized resource search by tag-based user profile and resource profile
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Folksonomy-boosted social media search and ranking
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Exploring folksonomy and cooking procedures to boost cooking recipe recommendation
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Journal of Information Science
Location-adapted music recommendation using tags
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Leveraging collaborative filtering to tag-based personalized search
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Improving the exploration of tag spaces using automated tag clustering
ICWE'11 Proceedings of the 11th international conference on Web engineering
Query expansion in folksonomies
SAMT'10 Proceedings of the 5th international conference on Semantic and digital media technologies
Measuring social tag confidence: is it a good or bad tag?
WAIM'11 Proceedings of the 12th international conference on Web-age information management
WAIM'11 Proceedings of the 12th international conference on Web-age information management
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Folksonomy-based personalized search and ranking in social media services
Information Systems
Recommending music for places of interest in a mobile travel guide
Proceedings of the fifth ACM conference on Recommender systems
Hierarchical tag visualization and application for tag recommendations
Proceedings of the 20th ACM international conference on Information and knowledge management
LotusNet: Tunable privacy for distributed online social network services
Computer Communications
The chain model for social tagging game design
Proceedings of the 6th International Conference on Foundations of Digital Games
Friendship prediction and homophily in social media
ACM Transactions on the Web (TWEB)
Reorganizing clouds: A study on tag clustering and evaluation
Expert Systems with Applications: An International Journal
Semantic disambiguation and contextualisation of social tags
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Improving item recommendation based on social tag ranking
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Enhancing the quality of place resources in geo-folksonomies
WAIM'11 Proceedings of the 2011 international conference on Web-Age Information Management
Characterising emergent semantics in twitter lists
ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications
A social inverted index for social-tagging-based information retrieval
Journal of Information Science
Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
Applying latent semantic analysis to tag-based community recommendations
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Optimal tag suppression for privacy protection in the semantic Web
Data & Knowledge Engineering
Design of a P2P content recommendation system using affinity networks
Computer Communications
Semantic similarity measures for enhancing information retrieval in folksonomies
Expert Systems with Applications: An International Journal
Emergent semantics from game-induced folksonomies
Proceedings of the First International Workshop on Crowdsourcing and Data Mining
Cross-lingual query expansion in multilingual folksonomies: A case study on Flickr
Knowledge-Based Systems
A self-adapted method for the categorization of social resources
Expert Systems with Applications: An International Journal
ACM Transactions on Interactive Intelligent Systems (TiiS)
Temporal influence over the Last.fm social network
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Topic diversity in tag recommendation
Proceedings of the 7th ACM conference on Recommender systems
Towards a folksonomy of web APIs
Proceedings of the 3rd International Workshop on Semantic Search Over the Web
Finding keywords in blogs: Efficient keyword extraction in blog mining via user behaviors
Expert Systems with Applications: An International Journal
DocCloud: A document recommender system on cloud computing with plausible deniability
Information Sciences: an International Journal
Social linkage and ranking model for tags-based resources
International Journal of Metadata, Semantics and Ontologies
Discovering and Characterizing Places of Interest Using Flickr and Twitter
International Journal on Semantic Web & Information Systems
Mining influential bloggers: From general to domain specific, from explicit to implicit
International Journal of Knowledge-based and Intelligent Engineering Systems
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Social bookmarking systems are becoming increasingly important data sources for bootstrapping and maintaining Semantic Web applications. Their emergent information structures have become known as folksonomies. A key question for harvesting semantics from these systems is how to extend and adapt traditional notions of similarity to folksonomies, and which measures are best suited for applications such as community detection, navigation support, semantic search, user profiling and ontology learning. Here we build an evaluation framework to compare various general folksonomy-based similarity measures, which are derived from several established information-theoretic, statistical, and practical measures. Our framework deals generally and symmetrically with users, tags, and resources. For evaluation purposes we focus on similarity between tags and between resources and consider different methods to aggregate annotations across users. After comparing the ability of several tag similarity measures to predict user-created tag relations, we provide an external grounding by user-validated semantic proxies based on WordNet and the Open Directory Project. We also investigate the issue of scalability. We find that mutual information with distributional micro-aggregation across users yields the highest accuracy, but is not scalable; per-user projection with collaborative aggregation provides the best scalable approach via incremental computations. The results are consistent across resource and tag similarity.