Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Enhanced hypertext categorization using hyperlinks
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Making large-scale support vector machine learning practical
Advances in kernel methods
Evaluating strategies for similarity search on the web
Proceedings of the 11th international conference on World Wide Web
A Study of Approaches to Hypertext Categorization
Journal of Intelligent Information Systems
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
ICML '04 Proceedings of the twenty-first international conference on Machine learning
A support vector method for multivariate performance measures
ICML '05 Proceedings of the 22nd international conference on Machine learning
Usage patterns of collaborative tagging systems
Journal of Information Science
AutoTag: a collaborative approach to automated tag assignment for weblog posts
Proceedings of the 15th international conference on World Wide Web
tagging, communities, vocabulary, evolution
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Can social bookmarking improve web search?
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Understanding the efficiency of social tagging systems using information theory
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
From Web 1.0 to Web 2.0 and back -: how did your grandma use to tag?
Proceedings of the 10th ACM workshop on Web information and data management
Explorations in tag suggestion and query expansion
Proceedings of the 2008 ACM workshop on Search in social media
TagScore: Approximate Similarity Using Tag Synopses
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Nowhere to Hide: Finding Plagiarized Documents Based on Sentence Similarity
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
A Study on the Granularity of User Modeling for Tag Prediction
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Collaborative Filtering Recommender Systems Using Tag Information
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
A hybrid approach to item recommendation in folksonomies
Proceedings of the WSDM '09 Workshop on Exploiting Semantic Annotations in Information Retrieval
Evaluating similarity measures for emergent semantics of social tagging
Proceedings of the 18th international conference on World wide web
Tag-oriented document summarization
Proceedings of the 18th international conference on World wide web
How do you feel about "dancing queen"?: deriving mood & theme annotations from user tags
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Learning optimal ranking with tensor factorization for tag recommendation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
RichVSM: enRiched vector space models for folksonomies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Ontology-Based Service Discovery Front-End Interface for GloServ
ESWC 2009 Heraklion Proceedings of the 6th European Semantic Web Conference on The Semantic Web: Research and Applications
Time-Sensitive Language Modelling for Online Term Recurrence Prediction
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Automatically Identifying Tag Types
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Personalization of tagging systems
Information Processing and Management: an International Journal
Propagating Fine-Grained Topic Labels in News Snippets
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Personalized Recommender Systems Integrating Social Tags and Item Taxonomy
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Latent dirichlet allocation for tag recommendation
Proceedings of the third ACM conference on Recommender systems
iTag: a personalized blog tagger
Proceedings of the third ACM conference on Recommender systems
User-induced links in collaborative tagging systems
Proceedings of the 18th ACM conference on Information and knowledge management
A tag recommendation system for folksonomy
Proceedings of the 2nd ACM workshop on Social web search and mining
Automobile, car and BMW: horizontal and hierarchical approach in social tagging systems
Proceedings of the 2nd ACM workshop on Social web search and mining
A content-based method to enhance tag recommendation
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Tagging stream data for rich real-time services
Proceedings of the VLDB Endowment
Large Scale Tag Recommendation Using Different Image Representations
SAMT '09 Proceedings of the 4th International Conference on Semantic and Digital Media Technologies: Semantic Multimedia
Human-competitive tagging using automatic keyphrase extraction
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
A brief survey of computational approaches in social computing
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Proceedings of the third ACM international conference on Web search and data mining
I tag, you tag: translating tags for advanced user models
Proceedings of the third ACM international conference on Web search and data mining
Pairwise interaction tensor factorization for personalized tag recommendation
Proceedings of the third ACM international conference on Web search and data mining
GeoFolk: latent spatial semantics in web 2.0 social media
Proceedings of the third ACM international conference on Web search and data mining
Learning similarity metrics for event identification in social media
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
Content-based tag generation to enable a tag-based collaborative tv-recommendation system.
Proceedings of the 8th international interactive conference on Interactive TV&Video
Connecting users and items with weighted tags for personalized item recommendations
Proceedings of the 21st ACM conference on Hypertext and hypermedia
The impact of resource title on tags in collaborative tagging systems
Proceedings of the 21st ACM conference on Hypertext and hypermedia
The topic-perspective model for social tagging systems
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A probabilistic model for personalized tag prediction
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
LDA for on-the-fly auto tagging
Proceedings of the fourth ACM conference on Recommender systems
Exploiting co-occurrence and information quality metrics to recommend tags in web 2.0 applications
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Mining social tags to predict mashup patterns
SMUC '10 Proceedings of the 2nd international workshop on Search and mining user-generated contents
A language model approach for tag recommendation
Expert Systems with Applications: An International Journal
Demand-driven tag recommendation
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Social bookmark weighting for search and recommendation
The VLDB Journal — The International Journal on Very Large Data Bases
Improving tag recommendation using social networks
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Post-based collaborative filtering for personalized tag recommendation
Proceedings of the 2011 iConference
Mining multi-tag association for image tagging
World Wide Web
A folksonomy-based recommendation system for the sensor web
W2GIS'11 Proceedings of the 10th international conference on Web and wireless geographical information systems
Evolutionary taxonomy construction from dynamic tag space
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Developing trust networks based on user tagging information for recommendation making
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Automatic tagging and geotagging in video collections and communities
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
A Comprehensive Study of Features and Algorithms for URL-Based Topic Classification
ACM Transactions on the Web (TWEB)
Automatic people tagging for expertise profiling in the enterprise
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Associative tag recommendation exploiting multiple textual features
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
One tag to bind them all: measuring term abstractness in social metadata
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
Leveraging collaborative tagging for web item design
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Journal of Information Science
Query expansion in folksonomies
SAMT'10 Proceedings of the 5th international conference on Semantic and digital media technologies
Personalized PageRank vectors for tag recommendations: inside FolkRank
Proceedings of the fifth ACM conference on Recommender systems
Generating resource profiles by exploiting the context of social annotations
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
Tag recommendation for georeferenced photos
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Hierarchical tag visualization and application for tag recommendations
Proceedings of the 20th ACM international conference on Information and knowledge management
Folksonomy-based term extraction for word cloud generation
Proceedings of the 20th ACM international conference on Information and knowledge management
Personalized topic-based tag recommendation
Neurocomputing
Fusing Recommendations for Social Bookmarking Web Sites
International Journal of Electronic Commerce
A simple word trigger method for social tag suggestion
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Bursty event detection from collaborative tags
World Wide Web
We know what @you #tag: does the dual role affect hashtag adoption?
Proceedings of the 21st international conference on World Wide Web
Context sensitive tag expansion with information inference
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Predicting semantic annotations on the real-time web
Proceedings of the 23rd ACM conference on Hypertext and social media
The dynamic features of delicious, flickr, and YouTube
Journal of the American Society for Information Science and Technology
Tag-aware recommender systems: a state-of-the-art survey
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
Folksonomy-Based Term Extraction for Word Cloud Generation
ACM Transactions on Intelligent Systems and Technology (TIST)
Latent Geospatial Semantics of Social Media
ACM Transactions on Intelligent Systems and Technology (TIST)
A multi-layer framework for personalized social tag-based applications
Data & Knowledge Engineering
The Tag Genome: Encoding Community Knowledge to Support Novel Interaction
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special Issue on Common Sense for Interactive Systems
Using wordnet-based neighborhood for improving social tag recommendation
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Extending FolkRank with content data
Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
Utilising document content for tag recommendation in folksonomies
Proceedings of the sixth ACM conference on Recommender systems
Exploiting relevance, novelty and diversity in tag recommendation
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Multi-view learning from imperfect tagging
Proceedings of the 20th ACM international conference on Multimedia
RssE-Miner: a new approach for efficient events mining from social media RSS feeds
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
A methodology for folksonomy evaluation
TPDL'12 Proceedings of the Second international conference on Theory and Practice of Digital Libraries
An approach to social recommendation for context-aware mobile services
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Improving tag recommendation using few associations
IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis
Content-based and collaborative techniques for tag recommendation: an empirical evaluation
Journal of Intelligent Information Systems
Connecting comments and tags: improved modeling of social tagging systems
Proceedings of the sixth ACM international conference on Web search and data mining
Detecting Trends in Social Bookmarking Systems: A del.icio.us Endeavor
International Journal of Data Warehousing and Mining
Content-Based Semantic Tag Ranking for Recommendation
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Tag recommendation by machine learning with textual and social features
Journal of Intelligent Information Systems
Exploiting user comments for audio-visual content indexing and retrieval
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Automatic tag recommendation for metadata annotation using probabilistic topic modeling
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Generating informative snippet to maximize item visibility
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Recommending tags with a model of human categorization
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Measuring and addressing the impact of cold start on associative tag recommenders
Proceedings of the 19th Brazilian symposium on Multimedia and the web
Learning topical translation model for microblog hashtag suggestion
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Personalized tag recommendation based on generalized rules
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Personalized recommender systems integrating tags and item taxonomy
Web Intelligence and Agent Systems
Discovering generalized association rules from Twitter
Intelligent Data Analysis
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In this paper, we look at the "social tag prediction" problem. Given a set of objects, and a set of tags applied to those objects by users, can we predict whether a given tag could/should be applied to a particular object? We investigated this question using one of the largest crawls of the social bookmarking system del.icio.us gathered to date. For URLs in del.icio.us, we predicted tags based on page text, anchor text, surrounding hosts, and other tags applied to the URL. We found an entropy-based metric which captures the generality of a particular tag and informs an analysis of how well that tag can be predicted. We also found that tag-based association rules can produce very high-precision predictions as well as giving deeper understanding into the relationships between tags. Our results have implications for both the study of tagging systems as potential information retrieval tools, and for the design of such systems.