A systematic mapping on adaptive recommender approaches for ubiquitous environments
Recommender systems were first conceived to provide suggestions of interesting items to
users. The evolution of such systems provided an understanding that a recommender …
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 …
proven a valuable tool for help users manage information overload. Two decades of …
Recommender systems: An overview
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 …
They provide a personalized view of such spaces, prioritizing items likely to be of interest to …
Evaluating recommender systems
Recommender systems are now popular both commercially and in the research community,
where many approaches have been suggested for providing recommendations. In many …
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
Recommender systems' evaluation is usually based on predictive accuracy and information
retrieval metrics, with better scores meaning recommendations are of higher quality …
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 …
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 …
the $1,000,000 Netflix Prize Competition has successfully completed its course. Since then …
Recommender systems: Past, present, future
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 …
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 …
about relevant products and information. The increasing attention towards such tools is …
Introduction to the special issue on recommender system benchmarking
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 …
interest. In recent years, immense progress has been made in recommendation techniques …