Algorithms for association rule mining — a general survey and comparison
ACM SIGKDD Explorations Newsletter
AutoTag: a collaborative approach to automated tag assignment for weblog posts
Proceedings of the 15th international conference on World Wide Web
Why we tag: motivations for annotation in mobile and online media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
P-TAG: large scale automatic generation of personalized annotation tags for the web
Proceedings of the 16th international conference on World Wide Web
Combating spam in tagging systems
AIRWeb '07 Proceedings of the 3rd international workshop on Adversarial information retrieval on the web
Towards automatic extraction of event and place semantics from flickr tags
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Personalized tag suggestion for flickr
Proceedings of the 17th international conference on World Wide Web
Camera brand congruence in the Flickr social graph
Proceedings of the Second ACM International Conference on Web Search and Data Mining
CHI '09 Extended Abstracts on Human Factors in Computing Systems
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
Tagging and retrieving images with co-occurrence models: from corel to flickr
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Latent dirichlet allocation for tag recommendation
Proceedings of the third ACM conference on Recommender systems
TagiCoFi: tag informed collaborative filtering
Proceedings of the third ACM conference on Recommender systems
A spatial model for collaborative filtering of comments in an online discussion forum
Proceedings of the third ACM conference on Recommender systems
ReMashed --- Recommendations for Mash-Up Personal Learning Environments
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
Tag quality improvement for social images
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Connecting content to community in social media via image content, user tags and user communication
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Quest for relevant tags using local interaction networks and visual content
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the international conference on Multimedia information retrieval
Proceedings of the 19th international conference on World wide web
MAP-based image tag recommendation using a visual folksonomy
Pattern Recognition Letters
A probabilistic model for personalized tag prediction
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Interactive recommendations in social endorsement networks
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
Prediction of favourite photos using social, visual, and textual signals
Proceedings of the international conference on Multimedia
Image tagging and search: a gender oriented study
Proceedings of second ACM SIGMM workshop on Social media
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
Semantic approach to image retrieval using statistical models based on a lexical ontology
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part IV
Improving tag recommendation using social networks
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
International Journal of Web and Grid Services
Associative tag recommendation exploiting multiple textual features
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)
Camera Brand Congruence and Camera Model Propagation in the Flickr Social Graph
ACM Transactions on the Web (TWEB)
Learning recommendations in social media systems by weighting multiple relations
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Local metric learning for tag recommendation in social networks
Proceedings of the 11th ACM symposium on Document engineering
Social analytics for personalization in work environments
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Explore the next generation of cloud-based E-learning environment
Edutainment'11 Proceedings of the 6th international conference on E-learning and games, edutainment technologies
Using tag recommendations to homogenize folksonomies in microblogging environments
SocInfo'11 Proceedings of the Third international conference on Social informatics
Tag recommendation for georeferenced photos
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
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
Discovering multirelational structure in social media streams
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Temporal rating habits: a valuable tool for rating discrimination
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Tag recommendation for flickr using web browsing behavior
ICCSA'10 Proceedings of the 2010 international conference on Computational Science and Its Applications - Volume Part II
HMM-CARe: Hidden Markov Models for context-aware tag recommendation in folksonomies
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Predicting semantic annotations on the real-time web
Proceedings of the 23rd ACM conference on Hypertext and social media
Assistive tagging: A survey of multimedia tagging with human-computer joint exploration
ACM Computing Surveys (CSUR)
Exploiting relevance, novelty and diversity in tag recommendation
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Effective Tag Recommendation System Based on Topic Ontology Using Wikipedia and WordNet
International Journal of Intelligent Systems
A Ubiquitous Image Tagging System Using User Context
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Exploiting novelty and diversity in tag recommendation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Exploiting time in automatic image tagging
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Detecting friday night party photos: semantics for tag recommendation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
On contextual photo tag recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Automatically generating descriptions for resources by tag modeling
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Collaborative topic regression with social regularization for tag recommendation
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
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
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We study the problem of personalized, interactive tag recommendation for Flickr: While a user enters/selects new tags for a particular picture, the system suggests related tags to her, based on the tags that she or other people have used in the past along with (some of) the tags already entered. The suggested tags are dynamically updated with every additional tag entered/selected. We describe a new algorithm, called Hybrid, which can be applied to this problem, and show that it outperforms previous algorithms. It has only a single tunable parameter, which we found to be very robust. Apart from this new algorithm and its detailed analysis, our main contributions are (i) a clean methodology which leads to conservative performance estimates, (ii) showing how classical classification algorithms can be applied to this problem, (iii) introducing a new cost measure, which captures the effort of the whole tagging process, (iv) clearly identifying, when purely local schemes (using only a user's tagging history) can or cannot be improved by global schemes (using everybody's tagging history).