A systematic mapping on adaptive recommender approaches for ubiquitous environments

GM Machado, V Maran, LP Dornelles, I Gasparini… - Computing, 2018 - Springer
Recommender systems were first conceived to provide suggestions of interesting items to
users. The evolution of such systems provided an understanding that a recommender …

Towards recommender engineering tools and experiments for identifying recommender differences

MD Ekstrand - 2014 - search.proquest.com
Since the introduction of their modern form 20 years ago, recommender systems have
proven a valuable tool for help users manage information overload. Two decades of …

Recommender systems: An overview

R Burke, A Felfernig, MH Göker - Ai Magazine, 2011 - ojs.aaai.org
Recommender systems are tools for interacting with large and complex information spaces.
They provide a personalized view of such spaces, prioritizing items likely to be of interest to …

Evaluating recommender systems

A Gunawardana, G Shani, S Yogev - Recommender systems handbook, 2012 - Springer
Recommender systems are now popular both commercially and in the research community,
where many approaches have been suggested for providing recommendations. In many …

A guideline-based approach for assisting with the reproducibility of experiments in recommender systems evaluation

N Polatidis, E Pimenidis, A Fish… - International Journal on …, 2019 - World Scientific
Recommender systems' evaluation is usually based on predictive accuracy and information
retrieval metrics, with better scores meaning recommendations are of higher quality …

A Survey on Recommender Systems Challenges and Solutions

KS Elattar, KM Fouad - 2022 2nd International Mobile …, 2022 - ieeexplore.ieee.org
A recommender system is a set of tools for information retrieval. It improves access and
proactively recommends items and services that match users' tastes by considering their …

Towards the next generation of recommender systems

A Tuzhilin - 1st International Conference on E-Business …, 2010 - atlantis-press.com
The field of recommender systems has reached an important milestone in Fall 2009 when
the $1,000,000 Netflix Prize Competition has successfully completed its course. Since then …

Recommender systems: Past, present, future

D Jannach, P Pu, F Ricci, M Zanker - Ai Magazine, 2021 - ojs.aaai.org
The origins of modern recommender systems date back to the early 1990s when they were
mainly applied experimentally to personal email and information filtering. Today, 30 years …

A novel hybrid approach improving effectiveness of recommender systems

GML Sarnè - Journal of Intelligent Information Systems, 2015 - Springer
Recommender systems support users by generating potentially interesting suggestions
about relevant products and information. The increasing attention towards such tools is …

Introduction to the special issue on recommender system benchmarking

P Cremonesi, A Said, D Tikk, MX Zhou - ACM Transactions on Intelligent …, 2016 - dl.acm.org
Recommender systems addvalue to vast content resources by matching users with items of
interest. In recent years, immense progress has been made in recommendation techniques …