Information filtering based on user behavior analysis and best match text retrieval
SIGIR '94 Proceedings of the 17th 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
Content-based filtering and personalization using structured metadata
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
GCap: Graph-based Automatic Image Captioning
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 9 - Volume 09
IEEE Transactions on Knowledge and Data Engineering
Adaptive image retrieval using a Graph model for semantic feature integration
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Fast Random Walk with Restart and Its Applications
ICDM '06 Proceedings of the Sixth International Conference on Data Mining
The complex dynamics of collaborative tagging
Proceedings of the 16th international conference on World Wide Web
IEEE Transactions on Knowledge and Data Engineering
Random walks on the click graph
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
A random walk method for alleviating the sparsity problem in collaborative filtering
Proceedings of the 2008 ACM conference on Recommender systems
Socialtagger - collaborative tagging for blogs in the long tail
Proceedings of the 2008 ACM workshop on Search in social media
Efficient sampling of information in social networks
Proceedings of the 2008 ACM workshop on Search in social media
Leveraging social context for searching social media
Proceedings of the 2008 ACM workshop on Search in social media
Purpose tagging: capturing user intent to assist goal-oriented social search
Proceedings of the 2008 ACM workshop on Search in social media
Topic-based personalized recommendation for collaborative tagging system
Proceedings of the 21st ACM conference on Hypertext and hypermedia
Capturing implicit user influence in online social sharing
Proceedings of the 21st ACM conference on Hypertext and hypermedia
Social media recommendation based on people and tags
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Recommendations Over Domain Specific User Graphs
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
A study of heterogeneity in recommendations for a social music service
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Mining mood-specific movie similarity with matrix factorization for context-aware recommendation
Proceedings of the Workshop on Context-Aware Movie Recommendation
Movie recommendations based in explicit and implicit features extracted from the Filmtipset dataset
Proceedings of the Workshop on Context-Aware Movie Recommendation
Proceedings of the Workshop on Context-Aware Movie Recommendation
Location recommendation for location-based social networks
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Learning a user-thread alignment manifold for thread recommendation in online forum
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Boosting social network connectivity with link revival
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Classical music for rock fans?: novel recommendations for expanding user interests
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
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
Demand-driven tag recommendation
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
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
Improving tag recommendation using social networks
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Word AdHoc Network: Using Google Core Distance to extract the most relevant information
Knowledge-Based Systems
Categorising social tags to improve folksonomy-based recommendations
Web Semantics: Science, Services and Agents on the World Wide Web
Flexible recommendation using random walks on implicit feedback graph
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Reranking collaborative filtering with multiple self-contained modalities
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Exploiting geographical influence for collaborative point-of-interest recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Exploiting endorsement information and social influence for item recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
SFViz: interest-based friends exploration and recommendation in social networks
Proceedings of the 2011 Visual Information Communication - International Symposium
Modelling user behaviour and interactions: augmented cognition on the social web
FAC'11 Proceedings of the 6th international conference on Foundations of augmented cognition: directing the future of adaptive systems
Location-adapted music recommendation using tags
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
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
Factorization vs. regularization: fusing heterogeneous social relationships in top-n recommendation
Proceedings of the fifth ACM conference on Recommender systems
Recommending music for places of interest in a mobile travel guide
Proceedings of the fifth ACM conference on Recommender systems
Mining relational context-aware graph for rater identification
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Fast and exact top-k search for random walk with restart
Proceedings of the VLDB Endowment
Graph-based term weighting for information retrieval
Information Retrieval
An exploration of improving collaborative recommender systems via user-item subgroups
Proceedings of the 21st international conference on World Wide Web
Taagle: efficient, personalized search in collaborative tagging networks
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Get lost: facilitating serendipitous exploration in location-sharing services
CHI '12 Extended Abstracts on Human Factors in Computing Systems
A social network-based approach to expert recommendation system
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
PointBurst: towards a trust-relationship framework for improved social recommendations
APWeb'12 Proceedings of the 14th international conference on Web Technologies and Applications
How random walks can help tourism
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
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
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Cross-domain collaboration recommendation
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Context-aware social media recommendation based on potential group
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
TFMAP: optimizing MAP for top-n context-aware recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Exploring social influence for recommendation: a generative model approach
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Spotting trends: the wisdom of the few
Proceedings of the sixth ACM conference on Recommender systems
Proceedings of the 20th ACM international conference on Multimedia
A comparative study of heterogeneous item recommendations in social systems
Information Sciences: an International Journal
Social recommendation across multiple relational domains
Proceedings of the 21st ACM international conference on Information and knowledge management
Top-N recommendation through belief propagation
Proceedings of the 21st ACM international conference on Information and knowledge management
Cloud-based social application deployment using local processing and global distribution
Proceedings of the 8th international conference on Emerging networking experiments and technologies
An empirical comparison of social, collaborative filtering, and hybrid recommenders
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
Collaborative filtering by analyzing dynamic user interests modeled by taxonomy
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part I
Social network analysis applied to recommendation systems: alleviating the cold-user problem
UCAmI'12 Proceedings of the 6th international conference on Ubiquitous Computing and Ambient Intelligence
Identifying Overlying Group of People through Clustering
International Journal of Information Technology and Web Engineering
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Time-aware point-of-interest recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Modeling user's receptiveness over time for recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Speeding up large-scale learning with a social prior
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 22nd international conference on World Wide Web
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS)
A biased random walk recommender based on rejection sampling
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Social influence analysis and application on multimedia sharing websites
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special Sections on the 20th Anniversary of ACM International Conference on Multimedia, Best Papers of ACM Multimedia 2012
Location recommendation for out-of-town users in location-based social networks
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Network-aware search in social tagging applications: instance optimality versus efficiency
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Musical recommendations and personalization in a social network
Proceedings of the 7th ACM conference on Recommender systems
Recommending scientific articles using bi-relational graph-based iterative RWR
Proceedings of the 7th ACM conference on Recommender systems
A semantic social network-based expert recommender system
Applied Intelligence
Co-clustering with augmented matrix
Applied Intelligence
A unified graph model for personalized query-oriented reference paper recommendation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
QoS-driven optimisation of composite web services: an approach based on GRASP and analytical models
International Journal of Web and Grid Services
Augmenting Analytical CRM Strategies with Social BI
International Journal of Business Intelligence Research
iGSLR: personalized geo-social location recommendation: a kernel density estimation approach
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Location recommendation in location-based social networks using user check-in data
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Flickr group recommendation based on user-generated tags and social relations via topic model
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part II
Identifying candidate datasets for data interlinking
ICWE'13 Proceedings of the 13th international conference on Web Engineering
Augmenting Analytical CRM Strategies with Social BI
International Journal of Business Intelligence Research
Minimizing data transfers for regular reachability queries on distributed graphs
Proceedings of the Fourth Symposium on Information and Communication Technology
Social collaborative retrieval
Proceedings of the 7th ACM international conference on Web search and data mining
Rank-mediated collaborative tagging recommendation service using video-tag relationship prediction
Information Systems Frontiers
SocialSearch+: enriching social network with web evidences
World Wide Web
Transferring heterogeneous links across location-based social networks
Proceedings of the 7th ACM international conference on Web search and data mining
Div-clustering: Exploring active users for social collaborative recommendation
Journal of Network and Computer Applications
Cross domain recommendation based on multi-type media fusion
Neurocomputing
Merging trust in collaborative filtering to alleviate data sparsity and cold start
Knowledge-Based Systems
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Social network systems, like last.fm, play a significant role in Web 2.0, containing large amounts of multimedia-enriched data that are enhanced both by explicit user-provided annotations and implicit aggregated feedback describing the personal preferences of each user. It is also a common tendency for these systems to encourage the creation of virtual networks among their users by allowing them to establish bonds of friendship and thus provide a novel and direct medium for the exchange of data. We investigate the role of these additional relationships in developing a track recommendation system. Taking into account both the social annotation and friendships inherent in the social graph established among users, items and tags, we created a collaborative recommendation system that effectively adapts to the personal information needs of each user. We adopt the generic framework of Random Walk with Restarts in order to provide with a more natural and efficient way to represent social networks. In this work we collected a representative enough portion of the music social network last.fm, capturing explicitly expressed bonds of friendship of the user as well as social tags. We performed a series of comparison experiments between the Random Walk with Restarts model and a user-based collaborative filtering method using the Pearson Correlation similarity. The results show that the graph model system benefits from the additional information embedded in social knowledge. In addition, the graph model outperforms the standard collaborative filtering method.