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 …

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 …

Evaluating recommendation systems

G Shani, A Gunawardana - Recommender systems handbook, 2011 - Springer
Recommender systems are now popular both commercially and in the research community,
where many approaches have been suggested for providing recommendations. In many …

Rival: a toolkit to foster reproducibility in recommender system evaluation

A Said, A Bellogín - Proceedings of the 8th ACM Conference on …, 2014 - dl.acm.org
Currently, it is difficult to put in context and compare the results from a given evaluation of a
recommender system, mainly because too many alternatives exist when designing and …

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 …

[图书][B] RecSys' 17: Proceedings of the Eleventh ACM Conference on Recommender Systems

P Cremonesi, F Ricci, S Berkovsky, A Tuzhilin - 2017 - bia.unibz.it
It is our great pleasure to welcome you to the 2017 ACM Conference on Recommender
Systems (RecSys 2017), held in Como, Italy, from August 27th though 31st. The ACM …

Comparative recommender system evaluation: benchmarking recommendation frameworks

A Said, A Bellogín - Proceedings of the 8th ACM Conference on …, 2014 - dl.acm.org
Recommender systems research is often based on comparisons of predictive accuracy: the
better the evaluation scores, the better the recommender. However, it is difficult to compare …

Microsoft recommenders: tools to accelerate developing recommender systems

S Graham, JK Min, T Wu - Proceedings of the 13th ACM Conference on …, 2019 - dl.acm.org
The purpose of this demonstration is to highlight the content of the Microsoft Recommenders
repository and show how it can be used to reduce the time involved in developing …

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 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 …