Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
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
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Unifying collaborative and content-based filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
An approach for combining content-based and collaborative filters
AsianIR '03 Proceedings of the sixth international workshop on Information retrieval with Asian languages - Volume 11
AutoTag: a collaborative approach to automated tag assignment for weblog posts
Proceedings of the 15th international conference on World Wide Web
Unifying user-based and item-based collaborative filtering approaches by similarity fusion
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Tag Recommendations in Folksonomies
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Evaluation of attribute-aware recommender system algorithms on data with varying characteristics
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Social ranking: uncovering relevant content using tag-based recommender systems
Proceedings of the 2008 ACM conference on Recommender systems
The Art of Tagging: Measuring the Quality of Tags
ASWC '08 Proceedings of the 3rd Asian Semantic Web Conference on The Semantic Web
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
Tag recommendations in social bookmarking systems
AI Communications
Analysis of tag within online social networks
Proceedings of the ACM 2009 international conference on Supporting group work
Cross-tagging for personalized open social networking
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Tag Based Collaborative Filtering for Recommender Systems
RSKT '09 Proceedings of the 4th International Conference on Rough Sets and Knowledge Technology
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
TagiCoFi: tag informed collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Collaborative filtering for social tagging systems: an experiment with CiteULike
Proceedings of the third ACM conference on Recommender systems
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
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
Topic-based personalized recommendation for collaborative tagging system
Proceedings of the 21st ACM conference on Hypertext and hypermedia
A multimedia recommender integrating object features and user behavior
Multimedia Tools and Applications
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
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
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
Lasso-based tag expansion and tag-boosted collaborative filtering
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
Which photo groups should I choose? A comparative study of recommendation algorithms in Flickr
Journal of Information Science
A recommender system based on tag and time information for social tagging systems
Expert Systems with Applications: An International Journal
Low-order tensor decompositions for social tagging recommendation
Proceedings of the fourth ACM international conference on Web search and data mining
Categorising social tags to improve folksonomy-based recommendations
Web Semantics: Science, Services and Agents on the World Wide Web
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
Developing trust networks based on user tagging information for recommendation making
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Improving tag-based recommendation by topic diversification
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
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
A scalable tag-based recommender system for new users of the social web
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part I
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
On kernel information propagation for tag clustering in social annotation systems
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Effective retrieval of resources in folksonomies using a new tag similarity measure
Proceedings of the 20th ACM international conference on Information and knowledge management
Fusing Recommendations for Social Bookmarking Web Sites
International Journal of Electronic Commerce
Improving neighborhood based Collaborative Filtering via integrated folksonomy information
Pattern Recognition Letters
Social media filtering based on collaborative tagging in semantic space
Multimedia Tools and Applications
The state-of-the-art in personalized recommender systems for social networking
Artificial Intelligence Review
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
Probabilistic approaches to tag recommendation in a social bookmarking network
PRIMA'10 Proceedings of the 13th international conference on Principles and Practice of Multi-Agent Systems
A resource recommendation method based on user taste diffusion model in folksonomies
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
RED'10 Proceedings of the Third international conference on Resource Discovery
A user profile modelling using social annotations: a survey
Proceedings of the 21st international conference companion on World Wide Web
APPECT: an approximate backbone-based clustering algorithm for tags
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Using inferred tag ratings to improve user-based collaborative filtering
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Finding similar items by leveraging social tag clouds
Proceedings of the 27th Annual ACM Symposium on Applied Computing
User similarity from linked taxonomies: subjective assessments of items
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Tag-aware recommender systems: a state-of-the-art survey
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
Modeling consensus semantics in social tagging systems
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
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
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
Item recommender system by incorporating metadata information into ternary semantic analysis
Proceedings of the CUBE International Information Technology Conference
Peer-to-peer distributed text classifier learning in PADMINI
Statistical Analysis and Data Mining
Concurrency and Computation: Practice & Experience
Generating virtual ratings from chinese reviews to augment online recommendations
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 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
Mining contextual movie similarity with matrix factorization for context-aware recommendation
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Personal classification space-based collaborative filtering algorithms
International Journal of Computer Applications in Technology
A novel user-based collaborative filtering method by inferring tag ratings
ACM SIGAPP Applied Computing Review
A Resource Recommendation Method Based on User Taste Diffusion Model in Folksonomies
International Journal of Knowledge and Systems Science
Tag Based Recommender System for Social Bookmarking Sites
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
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
Knowledge-Based Systems
Nontrivial landmark recommendation using geotagged photos
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
ACM Transactions on Interactive Intelligent Systems (TiiS)
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS)
Temporal influence over the Last.fm social network
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Enhancing tag-based collaborative filtering via integrated social networking information
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Improving augmented reality using recommender systems
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
A collaborative filtering recommendation system combining semantics and Bayesian reasoning
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
Analyzing user behavior across social sharing environments
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
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Folksonomy-based fuzzy user profiling for improved recommendations
Expert Systems with Applications: An International Journal
Personalized recommender systems integrating tags and item taxonomy
Web Intelligence and Agent Systems
CooL-AgentSpeak: Endowing AgentSpeak-DL agents with plan exchange and ontology services
Web Intelligence and Agent Systems
Tag recommendation for social bookmarking: Probabilistic approaches
Multiagent and Grid Systems - Principles and Practice of Multi-Agent Systems
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Recommender Systems (RS) aim at predicting items or ratings of items that the user are interested in. Collaborative Filtering (CF) algorithms such as user- and item-based methods are the dominant techniques applied in RS algorithms. To improve recommendation quality, metadata such as content information of items has typically been used as additional knowledge. With the increasing popularity of the collaborative tagging systems, tags could be interesting and useful information to enhance RS algorithms. Unlike attributes which are "global" descriptions of items, tags are "local" descriptions of items given by the users. To the best of our knowledge, there hasn't been any prior study on tag-aware RS. In this paper, we propose a generic method that allows tags to be incorporated to standard CF algorithms, by reducing the three-dimensional correlations to three two-dimensional correlations and then applying a fusion method to re-associate these correlations. Additionally, we investigate the effect of incorporating tags information to different CF algorithms. Empirical evaluations on three CF algorithms with real-life data set demonstrate that incorporating tags to our proposed approach provides promising and significant results.