Integrating tags in a semantic content-based recommender
Proceedings of the 2008 ACM conference on Recommender systems
Can all tags be used for search?
Proceedings of the 17th ACM conference on Information and knowledge management
The benefit of additional semantics in folksonomy systems
Proceedings of the 2nd PhD workshop on Information and knowledge management
Tag recommendations in social bookmarking systems
AI Communications
TripTip: a trip planning service with tag-based recommendation
CHI '09 Extended Abstracts on Human Factors in Computing Systems
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
Context-based ranking in folksonomies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Cross-tagging for personalized open social networking
Proceedings of the 20th ACM conference on Hypertext and hypermedia
User Modeling and User-Adapted Interaction
Social tagging in recommender systems: a survey of the state-of-the-art and possible extensions
Artificial Intelligence Review
Extending a hybrid tag-based recommender system with personalization
Proceedings of the 2010 ACM Symposium on Applied Computing
Web Semantics: Science, Services and Agents on the World Wide Web
Social media recommendation based on people and tags
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Recommending research colloquia: a study of several sources for user profiling
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
A flexible rule-based method for interlinking, integrating, and enriching user data
ICWE'10 Proceedings of the 10th international conference on Web engineering
Improving tag-based recommendation by topic diversification
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
A comparison of content-based tag recommendations in folksonomy systems
KONT'07/KPP'07 Proceedings of the First international conference on Knowledge processing and data analysis
Analyzing cross-system user modeling on the social web
ICWE'11 Proceedings of the 11th international conference on Web engineering
Personalizing tags: a folksonomy-like approach for recommending movies
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in 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
Effective retrieval of resources in folksonomies using a new tag similarity measure
Proceedings of the 20th ACM international conference on Information and knowledge management
Interweaving public user profiles on the web
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Overview and analysis of personal and social tagging context to construct user models
Proceedings of the 2nd Workshop on Context-awareness in Retrieval and Recommendation
A user profile modelling using social annotations: a survey
Proceedings of the 21st international conference companion on World Wide Web
Generation of tag-based user profiles for clustering users in a social music site
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Finding the hidden gems: recommending untagged music
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
A multi-layer framework for personalized social tag-based applications
Data & Knowledge Engineering
GeniUS: generic user modeling library for the social semantic web
JIST'11 Proceedings of the 2011 joint international conference on The Semantic Web
Concurrency and Computation: Practice & Experience
Information Processing and Management: an International Journal
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
Can your friends help you to find interesting multimedia content on web 2.0?
ADNTIIC'11 Proceedings of the Second international conference on Advances in New Technologies, Interactive Interfaces and Communicability
Ranking Tagged Resources Using Social Semantic Relevance
International Journal of Information Retrieval Research
A semantically enhanced tag-based music recommendation using emotion ontology
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Focused crawling of tagged web resources using ontology
Computers and Electrical Engineering
Can simple social copying heuristics explain tag popularity in a collaborative tagging system?
Proceedings of the 5th Annual ACM Web Science Conference
A collaborative filtering recommendation system combining semantics and Bayesian reasoning
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
Towards effective course-based recommendations for public tenders
International Journal of Knowledge and Web Intelligence
Using social networks to enhance customer relationship management
Proceedings of the Fifth International Conference on Management of Emergent Digital EcoSystems
Relation based image retrival in online social network
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
The neglected user in music information retrieval research
Journal of Intelligent Information Systems
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Collaborative tagging, i.e. the process of assigning metadata in the form of keywords to shared content by many users, has emerged as an important way to provide information about resources on the Web and elsewhere. Such keywords (tags) are used to enable the organization of information within personal information spaces, such as photo collections, but can also be shared, allowing browsing and searching with the help of tags attached by other users to information resources from the Web. Recent research has shown that such tag distributions stabilize over time and can be used to improve search on the Web. In this paper we are interested in another aspect, namely how they characterize the user and enable personalized recommendations. Using data from a frequently used music search portal, Last.fm, we analyze tag usage and statistics and investigate the use of tag-based user profiles in contrast to conventional user profiles based on song and track usage. We specify recommendation algorithms based on tag user profiles, and explore how collaborative filtering recommendations based on these tag profiles are different from recommendations based on song/track profiles. Finally, we describe a new search-based method, which uses tags to recommend songs interesting to a user, yielding substantially improved results. The paper finishes with a discussion of some future work to further improve tag-based search and recommendation in community web sites.