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Paper recommender systems: a literature survey
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 …
recommender systems. We reviewed these articles and present some descriptive statistics in …
Research paper recommender system evaluation: a quantitative literature survey
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 …
were introduced and evaluated in more than 170 research articles, as well as patents …
Patton: Language model pretraining on text-rich networks
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 …
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
Offline evaluations are the most common evaluation method for research paper
recommender systems. However, no thorough discussion on the appropriateness of offline …
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
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 …
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 …
recommender systems in practice. However, recommender-systems evaluation has received …
An anatomization of research paper recommender system: Overview, approaches and challenges
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 …
recommender systems which have become very popular and gained a lot of research …
A review of citation recommendation: from textual content to enriched context
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 …
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
Academic search engines have been widely used to access academic papers, where users'
information needs are explicitly represented as search queries. Some modern recommender …
information needs are explicitly represented as search queries. Some modern recommender …
Recommendation of scholarly venues based on dynamic user interests
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 …
researchers to identify venues that publish data and research most in line with their scholarly …