GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
PHOAKS: a system for sharing recommendations
Communications of the ACM
Referral Web: combining social networks and collaborative filtering
Communications of the ACM
Machine Learning - Special issue on learning with probabilistic representations
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Indexing and retrieval of scientific literature
Proceedings of the eighth international conference on Information and knowledge management
Enhancing a digital book with a reading recommender
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Getting to know you: learning new user preferences in recommender systems
Proceedings of the 7th international conference on Intelligent user interfaces
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Discovering Relevant Scientific Literature on the Web
IEEE Intelligent Systems
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
A document corpus browser for in-depth reading
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
Enhancing digital libraries with TechLens+
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
TSSP: A Reinforcement Algorithm to Find Related Papers
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Trust-Based Community Formation in Peer-to-Peer File Sharing Networks
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Applying Collaborative Filtering for Efficient Document Search
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
SERF: integrating human recommendations with search
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Relescope: an experiment in accelerating relationships
CHI '05 Extended Abstracts on Human Factors in Computing Systems
Being accurate is not enough: how accuracy metrics have hurt recommender systems
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Making recommendations better: an analytic model for human-recommender interaction
CHI '06 Extended Abstracts on Human Factors in Computing Systems
A multi-agent system that facilitates scientific publications search
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Don't look stupid: avoiding pitfalls when recommending research papers
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Support vector machines for collaborative filtering
Proceedings of the 44th annual Southeast regional conference
SuggestBot: using intelligent task routing to help people find work in wikipedia
Proceedings of the 12th international conference on Intelligent user interfaces
Click data as implicit relevance feedback in web search
Information Processing and Management: an International Journal
Expert Systems with Applications: An International Journal
Recommending related papers based on digital library access records
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
ACM Transactions on Information Systems (TOIS)
Techlens: a researcher's desktop
Proceedings of the 2007 ACM conference on Recommender systems
A Hybrid, Multi-dimensional Recommender for Journal Articles in a Scientific Digital Library
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Use of collaborative recommendations for web search: an exploratory user study
Journal of Information Science
CI-KNOW: recommendation based on social networks
dg.o '08 Proceedings of the 2008 international conference on Digital government research
Understanding cultural heritage experts' information seeking needs
Proceedings of the 8th ACM/IEEE-CS joint conference on Digital libraries
Using Social Networks to Organize Researcher Community
PAISI, PACCF and SOCO '08 Proceedings of the IEEE ISI 2008 PAISI, PACCF, and SOCO international workshops on Intelligence and Security Informatics
A Paper Recommender for Scientific Literatures Based on Semantic Concept Similarity
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Evaluating Performance of Recommender Systems: An Experimental Comparison
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Collaborative filtering based on workflow space
Expert Systems with Applications: An International Journal
A Discriminative Approach to Topic-Based Citation Recommendation
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
A Multi-Dimensional Paper Recommender
Proceedings of the 2007 conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work
Lessons on applying automated recommender systems to information-seeking tasks
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Linking social networks on the web with FOAF: a semantic web case study
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Information Processing and Management: an International Journal
An inner-enterprise knowledge recommender system
Expert Systems with Applications: An International Journal
Recommender system based on workflow
Decision Support Systems
Context-aware citation recommendation
Proceedings of the 19th international conference on World wide web
Recommending scientific literatures in a collaborative tagging environment
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Recsplorer: recommendation algorithms based on precedence mining
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Scholarly paper recommendation via user's recent research interests
Proceedings of the 10th annual joint conference on Digital libraries
The impact of social navigation on privacy policy configuration
Proceedings of the Sixth Symposium on Usable Privacy and Security
Understanding choice overload in recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Automatically building research reading lists
Proceedings of the fourth ACM conference on Recommender systems
Metadata impact on research paper similarity
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Citation recommendation without author supervision
Proceedings of the fourth ACM international conference on Web search and data mining
Finding potential research collaborators in four degrees of separation
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
OSUSUME: cross-lingual recommender system for research papers
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
Design and evaluation of a command recommendation system for software applications
ACM Transactions on Computer-Human Interaction (TOCHI)
A source independent framework for research paper recommendation
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Beyond keyword search: discovering relevant scientific literature
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Finding relevant papers based on citation relations
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Recommendation systems with complex constraints: A course recommendation perspective
ACM Transactions on Information Systems (TOIS)
Each to his own: how different users call for different interaction methods in recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Leveraging the linkedin social network data for extracting content-based user profiles
Proceedings of the fifth ACM conference on Recommender systems
A pragmatic procedure to support the user-centric evaluation of recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Recommending citations with translation model
Proceedings of the 20th ACM international conference on Information and knowledge management
Peer-based relay scheme of collaborative filtering for research literature
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
Research paper recommender systems: a subspace clustering approach
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
Extraction of user profile based on workflow and information flow
Expert Systems with Applications: An International Journal
Collaborative filtering: the aim of recommender systems and the significance of user ratings
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Mining knowledge demands from information flow
Expert Systems with Applications: An International Journal
A collaborative filtering based re-ranking strategy for search in digital libraries
ICADL'05 Proceedings of the 8th international conference on Asian Digital Libraries: implementing strategies and sharing experiences
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Recommender systems: from algorithms to user experience
User Modeling and User-Adapted Interaction
Evaluating recommender systems from the user's perspective: survey of the state of the art
User Modeling and User-Adapted Interaction
Explaining the user experience of recommender systems
User Modeling and User-Adapted Interaction
Inspectability and control in social recommenders
Proceedings of the sixth ACM conference on Recommender systems
Discovering factions in the computational linguistics community
ACL '12 Proceedings of the ACL-2012 Special Workshop on Rediscovering 50 Years of Discoveries
A study of citations in users' online personal collections
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
Using semi-structured data for assessing research paper similarity
Information Sciences: an International Journal
Recommending citations: translating papers into references
Proceedings of the 21st ACM international conference on Information and knowledge management
Position-Aligned translation model for citation recommendation
SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval
Combining social information for academic networking
Proceedings of the 2013 conference on Computer supported cooperative work
Can't see the forest for the trees?: a citation recommendation system
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
A unified graph model for personalized query-oriented reference paper recommendation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
Research paper recommender system evaluation: a quantitative literature survey
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
See what you want to see: visual user-driven approach for hybrid recommendation
Proceedings of the 19th international conference on Intelligent User Interfaces
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Collaborative filtering has proven to be valuable for recommending items in many different domains. In this paper, we explore the use of collaborative filtering to recommend research papers, using the citation web between papers to create the ratings matrix. Specifically, we tested the ability of collaborative filtering to recommend citations that would be suitable additional references for a target research paper. We investigated six algorithms for selecting citations, evaluating them through offline experiments against a database of over 186,000 research papers contained in ResearchIndex. We also performed an online experiment with over 120 users to gauge user opinion of the effectiveness of the algorithms and of the utility of such recommendations for common research tasks. We found large differences in the accuracy of the algorithms in the offline experiment, especially when balanced for coverage. In the online experiment, users felt they received quality recommendations, and were enthusiastic about the idea of receiving recommendations in this domain.