A literature review and classification of recommender systems research

DH Park, HK Kim, IY Choi, JK Kim - Expert systems with applications, 2012 - Elsevier
Recommender systems have become an important research field since the emergence of
the first paper on collaborative filtering in the mid-1990s. Although academic research on …

Recommender systems: an overview, research trends, and future directions

PK Singh, PKD Pramanik, AK Dey… - … Journal of Business …, 2021 - inderscienceonline.com
Recommender system (RS) has emerged as a major research interest that aims to help
users to find items online by providing suggestions that closely match their interest. This …

Recommender systems: A systematic review of the state of the art literature and suggestions for future research

F Alyari, N Jafari Navimipour - Kybernetes, 2018 - emerald.com
Purpose This paper aims to identify, evaluate and integrate the findings of all relevant and
high-quality individual studies addressing one or more research questions about …

Collaborative filtering recommender systems taxonomy

H Papadakis, A Papagrigoriou, C Panagiotakis… - … and Information Systems, 2022 - Springer
In the era of internet access, recommender systems try to alleviate the difficulty that
consumers face while trying to find items (eg, services, products, or information) that better …

Recommender systems in computer science and information systems–a landscape of research

D Jannach, M Zanker, M Ge, M Gröning - E-Commerce and Web …, 2012 - Springer
The paper reviews and classifies recent research in recommender systems both in the field
of Computer Science and Information Systems. The goal of this work is to identify existing …

Past, present, and future of recommender systems: An industry perspective

X Amatriain, J Basilico - Proceedings of the 10th ACM conference on …, 2016 - dl.acm.org
When the Netflix Prize launched in 2006, it put a spotlight on the importance and use of
recommender systems in real-world applications. The competition provided many lessons …

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 …

[PDF][PDF] Approaches, issues and challenges in recommender systems: a systematic review

B Kumar, N Sharma - … of science and …, 2016 - sciresol.s3.us-east-2.amazonaws …
Objectives: Today the recommendation technology has managed to achieve a distinct place
in the modern and fascinating world of e-commerce applications as it helps the user in …

A survey on data mining techniques in recommender systems

MK Najafabadi, AH Mohamed, MN Mahrin - Soft Computing, 2019 - Springer
Recommender systems have been regarded as gaining a more significant role with the
emergence of the first research article on collaborative filtering (CF) in the mid-1990s. CF …

[PDF][PDF] Evolution of recommender systems from ancient times to modern era: a survey

R Sharma, R Singh - Indian Journal of Science and Technology, 2016 - researchgate.net
Recommender systems were introduced in the mid-1990s to help people select the most
suitable product for them from the plethora of options available with them. The idea that led …