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}
}
  • J. Beel, Bela Gipp, +1 author Corinna Breitinger
  • Published 2015
  • Computer Science
  • International Journal on Digital Libraries
  • 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
    411 Citations
    Scientific Paper Recommendation: A Survey
    • 30
    • PDF
    A Scalable Hybrid Research Paper Recommender System for Microsoft Academic
    • 17
    • PDF
    Exploring the Proportion of Content Represented by the Metadata of Research Articles
    • 1
    A graph-based taxonomy of citation recommendation models
    • 5
    Building recommender systems for scholarly information
    • 13
    Towards reproducibility in recommender-systems research
    • 57
    • PDF
    A review of citation recommendation: from textual content to enriched context
    • 4
    A Collaborative Filtering based Recommender System for Suggesting New Trends in Any Domain of Research
    • 1
    Hybrid recommender systems: A systematic literature review
    • 42
    • PDF

    References

    SHOWING 1-10 OF 424 REFERENCES
    Research paper recommender system evaluation: a quantitative literature survey
    • 96
    • PDF
    The Architecture and Datasets of Docear's Research Paper Recommender System
    • 39
    • PDF
    Research paper recommendation with topic analysis
    • C. Pan, W. Li
    • Computer Science
    • 2010 International Conference On Computer Design and Applications
    • 2010
    • 57
    A Multi-criteria Collaborative Filtering Approach for Research Paper Recommendation in Papyres
    • 50
    A source independent framework for research paper recommendation
    • 115
    • Highly Influential
    A task-focused literature recommender system for digital libraries
    • 15
    Research Paper Recommender Systems: A Subspace Clustering Approach
    • 83
    • PDF
    Looking for "Good" Recommendations: A Comparative Evaluation of Recommender Systems
    • 68
    • PDF
    A graph-based recommender system for digital library
    • 207
    • Highly Influential
    • PDF