Evaluating recommender systems: survey and framework

E Zangerle, C Bauer - ACM computing surveys, 2022 - dl.acm.org
The comprehensive evaluation of the performance of a recommender system is a complex
endeavor: many facets need to be considered in configuring an adequate and effective …

Evaluating recommender systems with user experiments

BP Knijnenburg, MC Willemsen - Recommender systems handbook, 2015 - Springer
Traditionally, the field of recommender systems has evaluated the fruits of its labor using
metrics of algorithmic accuracy and precision (see Chap. 8 for an overview of recommender …

Multichannel personalization: Identifying consumer preferences for product recommendations in advertisements across different media channels

T Schreiner, A Rese, D Baier - Journal of Retailing and Consumer Services, 2019 - Elsevier
Nowadays, many retailers use personalization in advertising to increase customers'
awareness and interest in their offers. Product recommendations are a common form of …

The neglected user in music information retrieval research

M Schedl, A Flexer, J Urbano - Journal of Intelligent Information Systems, 2013 - Springer
Personalization and context-awareness are highly important topics in research on Intelligent
Information Systems. In the fields of Music Information Retrieval (MIR) and Music …

Comparison of group recommendation algorithms

T De Pessemier, S Dooms, L Martens - Multimedia tools and applications, 2014 - Springer
In recent years recommender systems have become the common tool to handle the
information overload problem of educational and informative web sites, content delivery …

Hybrid event recommendation using linked data and user diversity

H Khrouf, R Troncy - Proceedings of the 7th ACM Conference on …, 2013 - dl.acm.org
An ever increasing number of social services offer thousands of diverse events per day.
Users tend to be overwhelmed by the massive amount of information available, especially …

Explaining recommendations through conversations: dialog model and the effects of interface type and degree of interactivity

DC Hernandez-Bocanegra, J Ziegler - ACM Transactions on Interactive …, 2023 - dl.acm.org
Explaining system-generated recommendations based on user reviews can foster users'
understanding and assessment of the recommended items and the recommender system …

EventAware: A mobile recommender system for events

D Horowitz, D Contreras, M Salamó - Pattern Recognition Letters, 2018 - Elsevier
Develo** a recommender system for events raises several issues that are different from
other domains. Events rapidly disappear, users' preferences quickly change over time, and …

[PDF][PDF] Development of an instrument for measuring users' perception of transparency in recommender systems

M Hellmann, DC Hernandez-Bocanegra, J Ziegler - system, 2022 - ceur-ws.org
Transparency is increasingly seen as a critical requirement for achieving the goal of human-
centered AI systems in general and also, specifically, recommender systems (RS). However …

The value of a recommendation: The role of social ties in social recommender systems

O Oechslein, T Hess - 2014 47th Hawaii International …, 2014 - ieeexplore.ieee.org
In the past, the selection of content has been done manually. Nowadays, owing to the new
generation of social recommender systems, the automated aggregation of content, based on …