Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Using frequency-of-mention in public conversations for social filtering
CSCW '96 Proceedings of the 1996 ACM conference on Computer supported cooperative work
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
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
Being accurate is not enough: how accuracy metrics have hurt recommender systems
CHI '06 Extended Abstracts on Human Factors in Computing Systems
A web-based kernel function for measuring the similarity of short text snippets
Proceedings of the 15th international conference on World Wide Web
Google news personalization: scalable online collaborative filtering
Proceedings of the 16th international conference on World Wide Web
Why we twitter: understanding microblogging usage and communities
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
Trust-based recommendation systems: an axiomatic approach
Proceedings of the 17th international conference on World Wide Web
Logistic regression using sas®: theory and application
Logistic regression using sas®: theory and application
Recommending topics for self-descriptions in online user profiles
Proceedings of the 2008 ACM conference on Recommender systems
Make new friends, but keep the old: recommending people on social networking sites
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
From x-rays to silly putty via Uranus: serendipity and its role in web search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Recommending twitter users to follow using content and collaborative filtering approaches
Proceedings of the fourth ACM conference on Recommender systems
Eddi: interactive topic-based browsing of social status streams
UIST '10 Proceedings of the 23nd annual ACM symposium on User interface software and technology
Discovering users' topics of interest on twitter: a first look
AND '10 Proceedings of the fourth workshop on Analytics for noisy unstructured text data
An empirical study on learning to rank of tweets
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
Communications of the ACM
Speak little and well: recommending conversations in online social streams
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Determining relevancy: how software developers determine relevant information in feeds
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Identifying relevant social media content: leveraging information diversity and user cognition
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
BursT: a dynamic term weighting scheme for mining microblogging messages
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
Semantic enrichment of twitter posts for user profile construction on the social web
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
Analyzing user modeling on twitter for personalized news recommendations
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Socially mediated technology awareness
Proceedings of the 4th international workshop on Social software engineering
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
Learning semantic relationships between entities in twitter
ICWE'11 Proceedings of the 11th international conference on Web engineering
All the news that's fit to read: finding and recommending news online
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part III
Personalized activity streams: sifting through the "river of news"
Proceedings of the fifth ACM conference on Recommender systems
TwitApp: in-product micro-blogging for design sharing
Proceedings of the 24th annual ACM symposium on User interface software and technology
Using tag recommendations to homogenize folksonomies in microblogging environments
SocInfo'11 Proceedings of the Third international conference on Social informatics
Tadvise: a twitter assistant based on twitter lists
SocInfo'11 Proceedings of the Third international conference on Social informatics
Identifying automatic posting systems in microblogs
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Discovering User Interest on Twitter with a Modified Author-Topic Model
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
From chatter to headlines: harnessing the real-time web for personalized news recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
Friends, romans, countrymen: lend me your URLs. using social chatter to personalize web search
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
Who drive people to forward information: publisher or spreader?
Proceedings of the Fifth Workshop on Social Network Systems
Credibility ranking of tweets during high impact events
Proceedings of the 1st Workshop on Privacy and Security in Online Social Media
TUMS: twitter-based user modeling service
ESWC'11 Proceedings of the 8th international conference on The Semantic Web
We know what @you #tag: does the dual role affect hashtag adoption?
Proceedings of the 21st international conference on World Wide Web
Identifying communicator roles in twitter
Proceedings of the 21st international conference companion on World Wide Web
Semantics + filtering + search = twitcident. exploring information in social web streams
Proceedings of the 23rd ACM conference on Hypertext and social media
Modeling user posting behavior on social media
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Learning to rank social update streams
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Collaborative personalized tweet recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
A comparative study of users' microblogging behavior on sina weibo and twitter
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Leveraging user modeling on the social web with linked data
ICWE'12 Proceedings of the 12th international conference on Web Engineering
Social media-driven news personalization
Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
Discovering OLAP dimensions in semi-structured data
Proceedings of the fifteenth international workshop on Data warehousing and OLAP
Please spread: recommending tweets for retweeting with implicit feedback
Proceedings of the 2012 workshop on Data-driven user behavioral modelling and mining from social media
Re-tweeting from a linguistic perspective
LSM '12 Proceedings of the Second Workshop on Language in Social Media
Tweet recommendation with graph co-ranking
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Making your interests follow you on twitter
Proceedings of the 21st ACM international conference on Information and knowledge management
Time-aware topic recommendation based on micro-blogs
Proceedings of the 21st ACM international conference on Information and knowledge management
A live comparison of methods for personalized article recommendation at forbes.com
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Discovering dynamic classification hierarchies in OLAP dimensions
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
A survey of recommender systems in twitter
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
A multi-view content-based user recommendation scheme for following users in twitter
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
PopCore: a system for network-centric recommendation
Proceedings of the 2013 conference on Computer supported cooperative work companion
SocConnect: A personalized social network aggregator and recommender
Information Processing and Management: an International Journal
CatStream: categorising tweets for user profiling and stream filtering
Proceedings of the 2013 international conference on Intelligent user interfaces
Integrating social information into collaborative filtering for celebrities recommendation
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Ranking in information streams
Proceedings of the companion publication of the 2013 international conference on Intelligent user interfaces companion
Building a Data Warehouse for Twitter Stream Exploration
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Analyzing User Retweet Behavior on Twitter
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Personalized Tweet Ranking Based on AHP: A Case Study of Micro-blogging Message Ranking in T.Sina
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Network activity feed: finding needles in a haystack
Proceedings of the 4th International Workshop on Modeling Social Media
TV program detection in tweets
Proceedings of the 11th european conference on Interactive TV and video
"I need to try this"?: a statistical overview of pinterest
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Linking named entities in Tweets with knowledge base via user interest modeling
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
RESLVE: leveraging user interest to improve entity disambiguation on short text
Proceedings of the 22nd international conference on World Wide Web companion
DIGTOBI: a recommendation system for Digg articles using probabilistic modeling
Proceedings of the 22nd international conference on World Wide Web
Whom to mention: expand the diffusion of tweets by @ recommendation on micro-blogging systems
Proceedings of the 22nd international conference on World Wide Web
A biterm topic model for short texts
Proceedings of the 22nd international conference on World Wide Web
Predicting purchase behaviors from social media
Proceedings of the 22nd international conference on World Wide Web
Web of things: understanding the growing opportunities for business transactions
Proceedings of the 6th Balkan Conference in Informatics
Familiar strangers detection in online social networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
OLAPing social media: the case of Twitter
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
ProfileRank: finding relevant content and influential users based on information diffusion
Proceedings of the 7th Workshop on Social Network Mining and Analysis
Recommending branded products from social media
Proceedings of the 7th ACM conference on Recommender systems
Diffusion-aware personalized social update recommendation
Proceedings of the 7th ACM conference on Recommender systems
The curated web: a recommendation challenge
Proceedings of the 7th ACM conference on Recommender systems
Analyzing temporal dynamics in Twitter profiles for personalized recommendations in the social web
Proceedings of the 3rd International Web Science Conference
Deep Twitter diving: exploring topical groups in microblogs at scale
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
Followee recommendation based on text analysis of micro-blogging activity
Information Systems
Seeder finder: identifying additional needles in the Twitter haystack
Proceedings of the 6th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Twitter-based user modeling for news recommendations
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Personalized emerging topic detection based on a term aging model
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
Identifying interesting Twitter contents using topical analysis
Expert Systems with Applications: An International Journal
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More and more web users keep up with newest information through information streams such as the popular micro-blogging website Twitter. In this paper we studied content recommendation on Twitter to better direct user attention. In a modular approach, we explored three separate dimensions in designing such a recommender: content sources, topic interest models for users, and social voting. We implemented 12 recommendation engines in the design space we formulated, and deployed them to a recommender service on the web to gather feedback from real Twitter users. The best performing algorithm improved the percentage of interesting content to 72% from a baseline of 33%. We conclude this work by discussing the implications of our recommender design and how our design can generalize to other information streams.