Research-paper recommender systems: a literature survey
@article{Beel2015ResearchpaperRS, title={Research-paper recommender systems: a literature survey}, author={J. Beel and Bela Gipp and S. Langer and Corinna Breitinger}, journal={International Journal on Digital Libraries}, year={2015}, volume={17}, pages={305-338} }
In the last 16 years, more than 200 research articles were published about research-paper recommender systems. [...] Key Result We identified three potential reasons for the ambiguity of the results. (A) Several evaluations had limitations. They were based on strongly pruned datasets, few participants in user studies, or did not use appropriate baselines. (B) Some authors provided little information about their algorithms, which makes it difficult to re-implement the approaches. Consequently, researchers use…Expand Abstract
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References
SHOWING 1-10 OF 436 REFERENCES
Research paper recommender system evaluation: a quantitative literature survey
- Computer Science
- RepSys '13
- 2013
- 98
- PDF
The Architecture and Datasets of Docear's Research Paper Recommender System
- Computer Science
- D Lib Mag.
- 2014
- 39
- PDF
Research paper recommendation with topic analysis
- Computer Science
- 2010 International Conference On Computer Design and Applications
- 2010
- 60
A Multi-criteria Collaborative Filtering Approach for Research Paper Recommendation in Papyres
- Computer Science
- MCETECH
- 2009
- 50
A source independent framework for research paper recommendation
- Computer Science
- JCDL '11
- 2011
- 116
- Highly Influential
A task-focused literature recommender system for digital libraries
- Computer Science
- Online Inf. Rev.
- 2013
- 15
Looking for "Good" Recommendations: A Comparative Evaluation of Recommender Systems
- Computer Science
- INTERACT
- 2011
- 69
- PDF
A graph-based recommender system for digital library
- Computer Science
- JCDL '02
- 2002
- 213
- Highly Influential
- PDF