Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
The Journal of Machine Learning Research
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Probabilistic author-topic models for information discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
The author-topic model for authors and documents
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
A study of mixture models for collaborative filtering
Information Retrieval
Improving web search ranking by incorporating user behavior information
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
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
TRIBLER: a social-based peer-to-peer system: Research Articles
Concurrency and Computation: Practice & Experience - Recent Advances in Peer-to-Peer Systems and Security (P2P 2006)
Identifying the influential bloggers in a community
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Statistical properties of community structure in large social and information networks
Proceedings of the 17th international conference on World Wide Web
Influence and correlation in social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Feedback effects between similarity and social influence in online communities
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Leveraging social context for searching social media
Proceedings of the 2008 ACM workshop on Search in social media
Towards a model of understanding social search
Proceedings of the 2008 ACM conference on Computer supported cooperative work
Workshop on Information Retrieval over Social Networks
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Social Information Retrieval Systems: Emerging Technologies and Applications for Searching the Web Effectively
Social influence analysis in large-scale networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Latent class models for collaborative filtering
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
First ACM SIGMM international workshop onsocial media (WSM'09)
MM '09 Proceedings of the 17th ACM international conference on Multimedia
The search and social media workshop at SIGIR 2009
ACM SIGIR Forum
Learning influence probabilities in social networks
Proceedings of the third ACM international conference on Web search and data mining
Proceedings of the international conference on Multimedia information retrieval
AdHeat: an influence-based diffusion model for propagating hints to match ads
Proceedings of the 19th international conference on World wide web
Social Recommendation with Interpersonal Influence
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Proceedings of the international conference on Multimedia
Analysing multimedia content in social networking environments
Proceedings of the 2010 ACM workshop on Social, adaptive and personalized multimedia interaction and access
Recommender systems with social regularization
Proceedings of the fourth ACM international conference on Web search and data mining
Who should share what?: item-level social influence prediction for users and posts ranking
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Patterns of influence in a recommendation network
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Preference-based graphic models for collaborative filtering
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
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Social media has received substantial attention in last five years due to its focal point on analysis and relationships among persons and on the models and repercussions of these relationships. In the meantime, with the fast augment in production and distribution of multimedia content, effectively integrating context and content for multimedia mining, management, indexing and retrieval on the Internet has become an evident and difficult problem. The interest in these areas is demonstrated by a significantly increasing number of publications each year. In this paper, we give an overview of the key theoretical and empirical advances in the current decade related to social media retrieval by considering not only the multimedia content analysis but also the behavioural analysis of the users. We also discuss the significant challenges involved in the adaptation of existing multimedia content analysis techniques for interactive content sharing in social and P2P networks.