Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Referral Web: combining social networks and collaborative filtering
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Proceedings of the 6th international conference on Intelligent user interfaces
The role of transparency in recommender systems
CHI '02 Extended Abstracts on Human Factors in Computing Systems
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Recommendations in taste related domains: collaborative filtering vs. social filtering
Proceedings of the 2007 international ACM conference on Supporting group work
The Benefit of Using Tag-Based Profiles
LA-WEB '07 Proceedings of the 2007 Latin American Web Conference
Harvesting with SONAR: the value of aggregating social network information
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Tag-based social interest discovery
Proceedings of the 17th international conference on World Wide Web
Tag-based filtering for personalized bookmark recommendations
Proceedings of the 17th ACM conference on Information and knowledge management
Motivations for social networking at work
Proceedings of the 2008 ACM conference on Computer supported cooperative work
Tagsplanations: explaining recommendations using tags
Proceedings of the 14th international conference on Intelligent user interfaces
Do you know?: recommending people to invite into your social network
Proceedings of the 14th international conference on Intelligent user interfaces
Tagommenders: connecting users to items through tags
Proceedings of the 18th international conference on World wide web
Social search and discovery using a unified approach
Proceedings of the 20th ACM conference on Hypertext and hypermedia
On social networks and collaborative recommendation
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Social networks and discovery in the enterprise (SaND)
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Personalized recommendation of social software items based on social relations
Proceedings of the third ACM conference on Recommender systems
Increasing engagement through early recommender intervention
Proceedings of the third ACM conference on Recommender systems
Personalized social search based on the user's social network
Proceedings of the 18th ACM conference on Information and knowledge management
Content-based recommendation systems
The adaptive web
Generating predictive movie recommendations from trust in social networks
iTrust'06 Proceedings of the 4th international conference on Trust Management
Collaborative user modeling with user-generated tags for social recommender systems
Expert Systems with Applications: An International Journal
Smarter social collaboration at IBM research
Proceedings of the ACM 2011 conference on Computer supported cooperative work
Proceedings of the 20th international conference companion on World wide web
Exploiting endorsement information and social influence for item recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
When recommendation meets mobile: contextual and personalized recommendation on the go
Proceedings of the 13th international conference on Ubiquitous computing
Personalized activity streams: sifting through the "river of news"
Proceedings of the fifth ACM conference on Recommender systems
Personalized book recommendations created by using social media data
WISS'10 Proceedings of the 2010 international conference on Web information systems engineering
Emotional video ranking based on user comments
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
Using latent topics to enhance search and recommendation in Enterprise Social Software
Expert Systems with Applications: An International Journal
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Folksonomy-Based Term Extraction for Word Cloud Generation
ACM Transactions on Intelligent Systems and Technology (TIST)
Crowdsourcing in the enterprise
Proceedings of the 1st international workshop on Multimodal crowd sensing
Proceedings of the 2012 international workshop on Socially-aware multimedia
Swimming against the streamz: search and analytics over the enterprise activity stream
Proceedings of the 21st ACM international conference on Information and knowledge management
Assessing the quality of textual features in social media
Information Processing and Management: an International Journal
A group recommender for movies based on content similarity and popularity
Information Processing and Management: an International Journal
Document Re-ranking Using Partial Social Tagging
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
Mining and analyzing the enterprise knowledge graph
Proceedings of the 22nd international conference on World Wide Web companion
Signal-based user recommendation on twitter
Proceedings of the 22nd international conference on World Wide Web companion
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS)
Diffusion-aware personalized social update recommendation
Proceedings of the 7th ACM conference on Recommender systems
Socially-aware video recommendation using users' profiles and crowdsourced annotations
Proceedings of the 2nd international workshop on Socially-aware multimedia
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
Measuring and addressing the impact of cold start on associative tag recommenders
Proceedings of the 19th Brazilian symposium on Multimedia and the web
Personalized Photo Recommendation By Leveraging User Modeling On Social Network
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Who have got answers?: growing the pool of answerers in a smart enterprise social QA system
Proceedings of the 19th international conference on Intelligent User Interfaces
Relation based image retrival in online social network
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
A framework for tag-aware recommender systems
Expert Systems with Applications: An International Journal
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We study personalized item recommendation within an enterprise social media application suite that includes blogs, bookmarks, communities, wikis, and shared files. Recommendations are based on two of the core elements of social media - people and tags. Relationship information among people, tags, and items, is collected and aggregated across different sources within the enterprise. Based on these aggregated relationships, the system recommends items related to people and tags that are related to the user. Each recommended item is accompanied by an explanation that includes the people and tags that led to its recommendation, as well as their relationships with the user and the item. We evaluated our recommender system through an extensive user study. Results show a significantly better interest ratio for the tag-based recommender than for the people-based recommender, and an even better performance for a combined recommender. Tags applied on the user by other people are found to be highly effective in representing that user's topics of interest.