Matrix computations (3rd ed.)
Co-clustering documents and words using bipartite spectral graph partitioning
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Bipartite graph partitioning and data clustering
Proceedings of the tenth international conference on Information and knowledge management
Unsupervised Learning of Finite Mixture Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Min-max Cut Algorithm for Graph Partitioning and Data Clustering
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
SimFusion: measuring similarity using unified relationship matrix
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Usage patterns of collaborative tagging systems
Journal of Information Science
SIAM Journal on Computing
P-TAG: large scale automatic generation of personalized annotation tags for the web
Proceedings of the 16th international conference on World Wide Web
Social Bookmarking for Scholarly Digital Libraries
IEEE Internet Computing
Two-way Poisson mixture models for simultaneous document classification and word clustering
Computational Statistics & Data Analysis
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Query recommendation using query logs in search engines
EDBT'04 Proceedings of the 2004 international conference on Current Trends in Database Technology
A sparse gaussian processes classification framework for fast tag suggestions
Proceedings of the 17th ACM conference on Information and knowledge management
Explorations in tag suggestion and query expansion
Proceedings of the 2008 ACM workshop on Search in social media
Exploring Feedback Models in Interactive Tagging
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
The recurrence dynamics of social tagging
Proceedings of the 18th international conference on World wide web
Automatic Web Image Annotation via Web-Scale Image Semantic Space Learning
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Learning optimal ranking with tensor factorization for tag recommendation
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Personalized tag recommendation using graph-based ranking on multi-type interrelated objects
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
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
Personalization of tagging systems
Information Processing and Management: an International Journal
Latent dirichlet allocation for tag recommendation
Proceedings of the third ACM conference on Recommender systems
Compressing tags to find interesting media groups
Proceedings of the 18th ACM conference on Information and knowledge management
Exploring Flickr's related tags for semantic annotation of web images
Proceedings of the ACM International Conference on Image and Video Retrieval
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
Weighted Rank Correlation in Information Retrieval Evaluation
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
I tag, you tag: translating tags for advanced user models
Proceedings of the third ACM international conference on Web search and data mining
Speak the same language with your friends: augmenting tag recommenders with social relations
Proceedings of the 21st ACM conference on Hypertext and hypermedia
The task-dependent effect of tags and ratings on social media access
ACM Transactions on Information Systems (TOIS)
Characterizing use and quality of textual attributes in Web 2.0 applications
WebMedia '09 Proceedings of the XV Brazilian Symposium on Multimedia and the Web
Interactive recommendations in social endorsement networks
Proceedings of the fourth ACM conference on Recommender systems
LDA for on-the-fly auto tagging
Proceedings of the fourth ACM conference on Recommender systems
Music recommendation by unified hypergraph: combining social media information and music content
Proceedings of the international conference on Multimedia
Automatic image tagging via category label and web data
Proceedings of the international conference on Multimedia
A language model approach for tag recommendation
Expert Systems with Applications: An International Journal
Survey on social tagging techniques
ACM SIGKDD Explorations Newsletter
Exploring social annotation tags to enhance information retrieval performance
AMT'10 Proceedings of the 6th international conference on Active media technology
Demand-driven tag recommendation
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Journal of Information Science
Automatic tag recommendation algorithms for social recommender systems
ACM Transactions on the Web (TWEB)
Improving tag recommendation using social networks
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
International Journal of Web and Grid Services
Post-based collaborative filtering for personalized tag recommendation
Proceedings of the 2011 iConference
Generating tags for service reviews
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Improving Recommender Systems by Incorporating Social Contextual Information
ACM Transactions on Information Systems (TOIS)
A Bayesian network approach to context sensitive query expansion
Proceedings of the 2011 ACM Symposium on Applied Computing
Automatic people tagging for expertise profiling in the enterprise
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Mining tags using social endorsement networks
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Social annotation in query expansion: a machine learning approach
Proceedings of the 34th international ACM SIGIR conference on Research and development 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
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
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
Personalized PageRank vectors for tag recommendations: inside FolkRank
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
Adding structure to top-k: from items to expansions
Proceedings of the 20th ACM international conference on Information and knowledge management
Personalized topic-based tag recommendation
Neurocomputing
Mining tweets for tag recommendation on social media
Proceedings of the 3rd international workshop on Search and mining user-generated contents
Fusing Recommendations for Social Bookmarking Web Sites
International Journal of Electronic Commerce
A web content mining approach for tag cloud generation
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
A two-way multi-dimensional mixture model for clustering metagenomic sequences
Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine
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
Predicting semantic annotations on the real-time web
Proceedings of the 23rd ACM conference on Hypertext and social media
Folksonomy-Based Term Extraction for Word Cloud Generation
ACM Transactions on Intelligent Systems and Technology (TIST)
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
Effective Tag Recommendation System Based on Topic Ontology Using Wikipedia and WordNet
International Journal of Intelligent Systems
Assessing the quality of textual features in social media
Information Processing and Management: an International Journal
Improving tag recommendation using few associations
IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis
Tag recommendation by machine learning with textual and social features
Journal of Intelligent Information Systems
Automatic tag recommendation for metadata annotation using probabilistic topic modeling
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
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
Large-scale spectral clustering on graphs
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Rank-mediated collaborative tagging recommendation service using video-tag relationship prediction
Information Systems Frontiers
A framework for tag-aware recommender systems
Expert Systems with Applications: An International Journal
Tag recommendation for open source software
Frontiers of Computer Science: Selected Publications from Chinese Universities
Tag recommendation for social bookmarking: Probabilistic approaches
Multiagent and Grid Systems - Principles and Practice of Multi-Agent Systems
Hi-index | 0.00 |
Tags are user-generated labels for entities. Existing research on tag recommendation either focuses on improving its accuracy or on automating the process, while ignoring the efficiency issue. We propose a highly-automated novel framework for real-time tag recommendation. The tagged training documents are treated as triplets of (words, docs, tags), and represented in two bipartite graphs, which are partitioned into clusters by Spectral Recursive Embedding (SRE). Tags in each topical cluster are ranked by our novel ranking algorithm. A two-way Poisson Mixture Model (PMM) is proposed to model the document distribution into mixture components within each cluster and aggregate words into word clusters simultaneously. A new document is classified by the mixture model based on its posterior probabilities so that tags are recommended according to their ranks. Experiments on large-scale tagging datasets of scientific documents (CiteULike) and web pages del.icio.us) indicate that our framework is capable of making tag recommendation efficiently and effectively. The average tagging time for testing a document is around 1 second, with over 88% test documents correctly labeled with the top nine tags we suggested.