Paper recommender systems: a literature survey

J Beel, B Gipp, S Langer, C Breitinger - International Journal on Digital …, 2016 - Springer
In the last 16 years, more than 200 research articles were published about research-paper
recommender systems. We reviewed these articles and present some descriptive statistics in …

Research paper recommender system evaluation: a quantitative literature survey

J Beel, S Langer, M Genzmehr, B Gipp… - Proceedings of the …, 2013 - dl.acm.org
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 …

Patton: Language model pretraining on text-rich networks

B **, W Zhang, Y Zhang, Y Meng, X Zhang… - arxiv preprint arxiv …, 2023 - arxiv.org
A real-world text corpus sometimes comprises not only text documents but also semantic
links between them (eg, academic papers in a bibliographic network are linked by citations …

A comparative analysis of offline and online evaluations and discussion of research paper recommender system evaluation

J Beel, M Genzmehr, S Langer, A Nürnberger… - Proceedings of the …, 2013 - dl.acm.org
Offline evaluations are the most common evaluation method for research paper
recommender systems. However, no thorough discussion on the appropriateness of offline …

VOPRec: Vector representation learning of papers with text information and structural identity for recommendation

X Kong, M Mao, W Wang, J Liu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Finding relevant papers is a non-trivial problem for scholars due to the tremendous amount
of academic information in the era of scholarly big data. Scientific paper recommendation …

A comparison of offline evaluations, online evaluations, and user studies in the context of research-paper recommender systems

J Beel, S Langer - International conference on theory and practice of …, 2015 - Springer
The evaluation of recommender systems is key to the successful application of
recommender systems in practice. However, recommender-systems evaluation has received …

An anatomization of research paper recommender system: Overview, approaches and challenges

R Sharma, D Gopalani, Y Meena - Engineering Applications of Artificial …, 2023 - Elsevier
The purpose of this study is to present an exhaustive analysis on research paper
recommender systems which have become very popular and gained a lot of research …

A review of citation recommendation: from textual content to enriched context

S Ma, C Zhang, X Liu - Scientometrics, 2020 - Springer
Citation recommendation systems play an important role to alleviate the dilemma that
scholar users spend a lot of time and experiences for literature survey. With the burgeoning …

Personalised reranking of paper recommendations using paper content and user behavior

X Li, Y Chen, B Pettit, MD Rijke - ACM Transactions on Information …, 2019 - dl.acm.org
Academic search engines have been widely used to access academic papers, where users'
information needs are explicitly represented as search queries. Some modern recommender …

Recommendation of scholarly venues based on dynamic user interests

H Alhoori, R Furuta - Journal of Informetrics, 2017 - Elsevier
The ever-growing number of venues publishing academic work makes it difficult for
researchers to identify venues that publish data and research most in line with their scholarly …