GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Fab: content-based, collaborative recommendation
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Meta-recommendation systems: user-controlled integration of diverse recommendations
Proceedings of the eleventh international conference on Information and knowledge management
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Empirical Bayes for Learning to Learn
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Social Bookmarking in the Enterprise
Queue - Social Computing
Improved annotation of the blogosphere via autotagging and hierarchical clustering
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
Combating spam in tagging systems
AIRWeb '07 Proceedings of the 3rd international workshop on Adversarial information retrieval on the web
Proceedings of the 2007 international ACM conference on Supporting group work
Tagsplanations: explaining recommendations using tags
Proceedings of the 14th international conference on Intelligent user interfaces
Learning to recognize valuable tags
Proceedings of the 14th international conference on Intelligent user interfaces
Collaborative filtering recommender systems
The adaptive web
TagiCoFi: tag informed collaborative filtering
Proceedings of the third ACM conference on Recommender systems
A social recommendation framework based on multi-scale continuous conditional random fields
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
Document recommendation in social tagging services
Proceedings of the 19th international conference on World wide web
Towards understanding the external links of video sharing sites: measurement and analysis
Proceedings of the 20th international workshop on Network and operating systems support for digital audio and video
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
Improving the accuracy of tagging recommender system by using classification
ICACT'10 Proceedings of the 12th international conference on Advanced communication technology
Social media recommendation based on people and tags
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Mining discriminative items in multiple data streams
World Wide Web
Interactive recommendations in social endorsement networks
Proceedings of the fourth ACM conference on Recommender systems
Recommending twitter users to follow using content and collaborative filtering approaches
Proceedings of the fourth ACM conference on Recommender systems
On the real-time web as a source of recommendation knowledge
Proceedings of the fourth ACM conference on Recommender systems
Tag expression: tagging with feeling
UIST '10 Proceedings of the 23nd annual ACM symposium on User interface software and technology
A study of heterogeneity in recommendations for a social music service
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Collaborative filtering in social tagging systems based on joint item-tag recommendations
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
Music recommendation by unified hypergraph: combining social media information and music content
Proceedings of the international conference on Multimedia
bumpy, caution with merging: an exploration of tagging in a geowiki
Proceedings of the 16th ACM international conference on Supporting group work
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
Proceedings of the 16th international conference on Intelligent user interfaces
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
Proceedings of the 20th international conference companion on World wide web
Developing trust networks based on user tagging information for recommendation making
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Terms of a feather: content-based news recommendation and discovery using twitter
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
A unified framework for recommendations based on quaternary semantic analysis
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Latent subject-centered modeling of collaborative tagging: An application in social search
ACM Transactions on Management Information Systems (TMIS)
Tag-based resource recommendation in social annotation applications
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Analyzing cross-system user modeling on the social web
ICWE'11 Proceedings of the 11th international conference on Web engineering
Using rich social media information for music recommendation via hypergraph model
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Unsupervised auto-tagging for learning object enrichment
EC-TEL'11 Proceedings of the 6th European conference on Technology enhanced learning: towards ubiquitous learning
Using tag recommendations to homogenize folksonomies in microblogging environments
SocInfo'11 Proceedings of the Third international conference on Social informatics
Improving neighborhood based Collaborative Filtering via integrated folksonomy information
Pattern Recognition Letters
Mining the real-time web: A novel approach to product recommendation
Knowledge-Based Systems
The state-of-the-art in personalized recommender systems for social networking
Artificial Intelligence Review
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
Resource recommendation in social annotation systems: A linear-weighted hybrid approach
Journal of Computer and System Sciences
Evaluating tag filtering techniques for web resource classification in folksonomies
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
RED'10 Proceedings of the Third international conference on Resource Discovery
Cyberbullying detection: a step toward a safer internet yard
Proceedings of the 21st international conference companion on World Wide Web
Accuracy improvements for multi-criteria recommender systems
Proceedings of the 13th ACM Conference on Electronic Commerce
Using inferred tag ratings to improve user-based collaborative filtering
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Case study: recommending course reading materials in a small virtual learning community
International Journal of Web Based Communities
Collaborative filtering with user ratings and tags
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
User-based collaborative filtering on cross domain by tag transfer learning
Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining
Experimental analysis on cross domain preferences association and rating prediction
Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining
Tagging users based on Twitter lists
International Journal of Web Engineering and Technology
A Multi-Criteria Metric Algorithm for Recommender Systems
Fundamenta Informaticae - Theory that Counts: To Oscar Ibarra on His 70th Birthday
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
Proceedings of the sixth ACM conference on Recommender systems
Exploiting the web of data in model-based recommender systems
Proceedings of the sixth ACM conference on Recommender systems
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
A comparative study of heterogeneous item recommendations in social systems
Information Sciences: an International Journal
Assessing the quality of textual features in social media
Information Processing and Management: an International Journal
Degree distributions of evolving alphabetic bipartite networks and their projections
Theoretical Computer Science
Improving recommendation accuracy based on item-specific tag preferences
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
A novel user-based collaborative filtering method by inferring tag ratings
ACM SIGAPP Applied Computing Review
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
On Finding Fine-Granularity User Communities by Profile Decomposition
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Tag recommendation by machine learning with textual and social features
Journal of Intelligent Information Systems
Mining expertise and interests from social media
Proceedings of the 22nd international conference on World Wide Web
Predicting purchase behaviors from social media
Proceedings of the 22nd international conference on World Wide Web
Recommending branded products from social media
Proceedings of the 7th ACM conference on Recommender systems
Social semantic query expansion
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Hybrid recommendation approaches for multi-criteria collaborative filtering
Expert Systems with Applications: An International Journal
How should I explain? A comparison of different explanation types for recommender systems
International Journal of Human-Computer Studies
Personalized recommender systems integrating tags and item taxonomy
Web Intelligence and Agent Systems
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Tagging has emerged as a powerful mechanism that enables users to find, organize, and understand online entities. Recommender systems similarly enable users to efficiently navigate vast collections of items. Algorithms combining tags with recommenders may deliver both the automation inherent in recommenders, and the flexibility and conceptual comprehensibility inherent in tagging systems. In this paper we explore tagommenders, recommender algorithms that predict users' preferences for items based on their inferred preferences for tags. We describe tag preference inference algorithms based on users' interactions with tags and movies, and evaluate these algorithms based on tag preference ratings collected from 995 MovieLens users. We design and evaluate algorithms that predict users' ratings for movies based on their inferred tag preferences. Our tag-based algorithms generate better recommendation rankings than state-of-the-art algorithms, and they may lead to flexible recommender systems that leverage the characteristics of items users find most important.