AGENTS '98 Proceedings of the second international conference on Autonomous agents
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Enhancing a digital book with a reading recommender
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
MiBiblio: personal spaces in a digital library universe
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Do batch and user evaluations give the same results?
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Developing recommendation services for a digital library with uncertain and changing data
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
Why batch and user evaluations do not give the same results
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
TalkMine: a soft computing approach to adaptive knowledge recommendation
Soft computing agents
A graph-based recommender system for digital library
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
On the recommending of citations for research papers
CSCW '02 Proceedings of the 2002 ACM conference on Computer supported cooperative work
Empirical Evaluation of User Models and User-Adapted Systems
User Modeling and User-Adapted Interaction
Supporting Peer-to-Peer User Communities
On the Move to Meaningful Internet Systems, 2002 - DOA/CoopIS/ODBASE 2002 Confederated International Conferences DOA, CoopIS and ODBASE 2002
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
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
IEEE Transactions on Knowledge and Data Engineering
A Paper Recommendation Mechanism for the Research Support System Papits
DEEC '05 Proceedings of the International Workshop on Data Engineering Issues in E-Commerce
An architecture for the aggregation and analysis of scholarly usage data
Proceedings of the 6th ACM/IEEE-CS joint conference on Digital libraries
Don't look stupid: avoiding pitfalls when recommending research papers
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
Research Paper Recommender Systems: A Random-Walk Based Approach
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Recommending related papers based on digital library access records
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Recommenders in a personalized, collaborative digital library environment
Journal of Intelligent Information Systems
Recommending citations for academic papers
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Using ontology network analysis for research document recommendation
Expert Systems with Applications: An International Journal
Design and evaluation of awareness mechanisms in CiteSeer
Information Processing and Management: an International Journal
Learning multiple graphs for document recommendations
Proceedings of the 17th international conference on World Wide Web
Introduction to Information Retrieval
Introduction to Information Retrieval
Joint latent topic models for text and citations
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Recommending scientific articles using citeulike
Proceedings of the 2008 ACM conference on Recommender systems
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
Papyres: A Research Paper Management System
CECANDEEE '08 Proceedings of the 2008 10th IEEE Conference on E-Commerce Technology and the Fifth IEEE Conference on Enterprise Computing, E-Commerce and E-Services
CARES: a ranking-oriented CADAL recommender system
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
DL-AgentRecom - A Multi-Agent Based Recommendation System for Scientific Documents
SYNASC '08 Proceedings of the 2008 10th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing
Information Extraction as Link Prediction: Using Curated Citation Networks to Improve Gene Detection
WASA '09 Proceedings of the 4th International Conference on Wireless Algorithms, Systems, and Applications
Conceptual recommender system for CiteSeerX
Proceedings of the third ACM conference on Recommender systems
A Filtering and Recommender System Prototype for Scholarly Users of Digital Libraries
WSKS '09 Proceedings of the 2nd World Summit on the Knowledge Society: Visioning and Engineering the Knowledge Society. A Web Science Perspective
eScience for Sea Science: A Semantic Scientific Knowledge Infrastructure for Marine Scientists
E-SCIENCE '09 Proceedings of the 2009 Fifth IEEE International Conference on e-Science
The Computer Journal
A Survey of Accuracy Evaluation Metrics of Recommendation Tasks
The Journal of Machine Learning Research
User models for adaptive hypermedia and adaptive educational systems
The adaptive web
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
Scholarly paper recommendation via user's recent research interests
Proceedings of the 10th annual joint conference on Digital libraries
Trust-based Recommendations in Multi-layer Networks
Trust-based Recommendations in Multi-layer Networks
A Framework for Tag-Based Research Paper Recommender System: An IR Approach
WAINA '10 Proceedings of the 2010 IEEE 24th International Conference on Advanced Information Networking and Applications Workshops
Automatically building research reading lists
Proceedings of the fourth ACM conference on Recommender systems
Beyond accuracy: evaluating recommender systems by coverage and serendipity
Proceedings of the fourth ACM conference on Recommender systems
Who should I cite: learning literature search models from citation behavior
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Metadata impact on research paper similarity
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
A New Ontology-Supported and Hybrid Recommending Information System for Scholars
NBIS '10 Proceedings of the 2010 13th International Conference on Network-Based Information Systems
Proceedings of the 73rd ASIS&T Annual Meeting on Navigating Streams in an Information Ecosystem - Volume 47
Citation recommendation without author supervision
Proceedings of the fourth ACM international conference on Web search and data mining
OSUSUME: cross-lingual recommender system for research papers
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
A source independent framework for research paper recommendation
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Finding relevant papers based on citation relations
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Recommending citations with translation model
Proceedings of the 20th ACM international conference on Information and knowledge management
Keyword clustering for user interest profiling refinement within paper recommender systems
Journal of Systems and Software
Collaborative filtering by personality diagnosis: a hybrid memory- and model-based approach
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
ETRICS'06 Proceedings of the 2006 international conference on Emerging Trends in Information and Communication Security
A novel personalized paper search system
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
Plink-LDA: using link as prior information in topic modeling
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Recommending academic papers via users' reading purposes
Proceedings of the sixth ACM conference on Recommender systems
Finding related papers in literature digital libraries
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
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
Introducing Docear's research paper recommender system
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
ARSYS -- Article Recommender System
SYNASC '12 Proceedings of the 2012 14th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
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Over 80 approaches for academic literature recommendation exist today. The approaches were introduced and evaluated in more than 170 research articles, as well as patents, presentations and blogs. We reviewed these approaches and found most evaluations to contain major shortcomings. Of the approaches proposed, 21% were not evaluated. Among the evaluated approaches, 19% were not evaluated against a baseline. Of the user studies performed, 60% had 15 or fewer participants or did not report on the number of participants. Information on runtime and coverage was rarely provided. Due to these and several other shortcomings described in this paper, we conclude that it is currently not possible to determine which recommendation approaches for academic literature are the most promising. However, there is little value in the existence of more than 80 approaches if the best performing approaches are unknown.