Using statistical testing in the evaluation of retrieval experiments
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
Query expansion using local and global document analysis
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
A study of smoothing methods for language models applied to Ad Hoc information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Query Expansion by Mining User Logs
IEEE Transactions on Knowledge and Data Engineering
Bayesian extension to the language model for ad hoc information retrieval
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Optimizing web search using web click-through data
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Context-sensitive information retrieval using implicit feedback
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Personalizing search via automated analysis of interests and activities
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Usage patterns of collaborative tagging systems
Journal of Information Science
Anonymous personalization in collaborative web search
Information Retrieval
Mining clickthrough data for collaborative web search
Proceedings of the 15th international conference on World Wide Web
HT06, tagging paper, taxonomy, Flickr, academic article, to read
Proceedings of the seventeenth conference on Hypertext and hypermedia
The complex dynamics of collaborative tagging
Proceedings of the 16th international conference on World Wide Web
A large-scale evaluation and analysis of personalized search strategies
Proceedings of the 16th international conference on World Wide Web
Personalized query expansion for the web
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient bayesian hierarchical user modeling for recommendation system
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Can social bookmarking improve web search?
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Tag-based social interest discovery
Proceedings of the 17th international conference on World Wide Web
Exploring folksonomy for personalized search
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Real-time automatic tag recommendation
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Efficient top-k querying over social-tagging networks
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Ontologies are us: a unified model of social networks and semantics
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Proceedings of the international conference on Multimedia information retrieval
Of kings, traffic signs and flowers: exploring navigation of tagged documents
Proceedings of the 21st ACM conference on Hypertext and hypermedia
Ranking social bookmarks using topic models
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Building users' profiles from clustering resources in collaborative tagging systems
AMT'10 Proceedings of the 6th international conference on Active media technology
Improving social bookmark search using personalised latent variable language models
Proceedings of the fourth ACM international conference on Web search and data mining
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
A folksonomy-based recommendation system for the sensor web
W2GIS'11 Proceedings of the 10th international conference on Web and wireless geographical information systems
Folksonomy-boosted social media search and ranking
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Tags weighting based on user profile
AMT'11 Proceedings of the 7th international conference on Active media technology
Folksonomy-based personalized search and ranking in social media services
Information Systems
Your mileage may vary: on the limits of social media
SIGSPATIAL Special
Collaboration-based medical knowledge recommendation
Artificial Intelligence in Medicine
A user profile modelling using social annotations: a survey
Proceedings of the 21st international conference companion on World Wide Web
A multi-layer framework for personalized social tag-based applications
Data & Knowledge Engineering
Network-aware search in social tagging applications: instance optimality versus efficiency
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
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Social media systems have encouraged end user participation in the Internet, for the purpose of storing and distributing Internet content, sharing opinions and maintaining relationships. Collaborative tagging allows users to annotate the resulting user-generated content, and enables effective retrieval of otherwise uncategorised data. However, compared to professional web content production, collaborative tagging systems face the challenge that end-users assign tags in an uncontrolled manner, resulting in unsystematic and inconsistent metadata. This paper introduces a framework for the personalization of social media systems. We pinpoint three tasks that would benefit from personalization: collaborative tagging, collaborative browsing and collaborative search. We propose a ranking model for each task that integrates the individual user's tagging history in the recommendation of tags and content, to align its suggestions to the individual user preferences. We demonstrate on two real data sets that for all three tasks, the personalized ranking should take into account both the user's own preference and the opinion of others.