[PDF][PDF] Beyond recommender systems: Helping people help each other

L Terveen, W Hill - HCI in the New Millennium, 2001 - files.grouplens.org
Abstract The Internet and World Wide Web have brought us into a world of endless
possibilities: interactive Web sites to experience, music to listen to, conversations to …

Recommender systems: Trends and frontiers

D Jannach, P Pu, F Ricci, M Zanker - Ai Magazine, 2022 - ojs.aaai.org
Recommender systems (RSs), as used by Netflix, YouTube, or Amazon, are one of the most
compelling success stories of AI. Enduring research activity in this area has led to a …

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 …

Context-aware recommender systems: From foundations to recent developments

G Adomavicius, K Bauman, A Tuzhilin… - Recommender systems …, 2021 - Springer
The importance of contextual information has been recognized by researchers and
practitioners in many disciplines, including e-commerce, personalization, information …

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 …

Constraint-based recommender systems

A Felfernig, G Friedrich, D Jannach… - Recommender systems …, 2015 - Springer
Recommender systems provide valuable support for users who are searching for products in
e-commerce environments. Research in the field long focused on rating-based algorithms …

Semantics-aware content-based recommender systems: Design and architecture guidelines

L Boratto, S Carta, G Fenu, R Saia - Neurocomputing, 2017 - Elsevier
Recommender systems suggest items by exploiting the interactions of the users with the
system (eg, the choice of the movies to recommend to a user is based on those she …

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 …

Providing justifications in recommender systems

P Symeonidis, A Nanopoulos… - IEEE Transactions on …, 2008 - ieeexplore.ieee.org
Recommender systems are gaining widespread acceptance in e-commerce applications to
confront the ldquoinformation overloadrdquo problem. Providing justification to a …