OOIR: Observatory of International Research

Papers

(The TQCC of User Modeling and User-Adapted Interaction is 6. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-09-01 to 2024-09-01.)

Article	Citations
Empirical analysis of session-based recommendation algorithms	58
The relationship between user types and gamification designs	49
Interplay between upsampling and regularization for provider fairness in recommender systems	40
A flexible framework for evaluating user and item fairness in recommender systems	31
The effects of controllability and explainability in a social recommender system	30
“Knowing me, knowing you”: personalized explanations for a music recommender system	25
Exploring author gender in book rating and recommendation	25
Fairness in recommender systems: research landscape and future directions	25
Personalized home-care support for the elderly: a field experience with a social robot at home	24
Deploying a robotic positive psychology coach to improve college students’ psychological well-being	21
Personality-based approach for tailoring persuasive mental health applications	21
EvoRecSys: Evolutionary framework for health and well-being recommender systems	19
Potential and effects of personalizing gameful fitness applications using behavior change intentions and Hexad user types	17
Meta-User2Vec model for addressing the user and item cold-start problem in recommender systems	13
A novel group recommender system for domain-independent decision support customizing a grouping genetic algorithm	13
Multimodal modeling of collaborative problem-solving facets in triads	13
Improving accountability in recommender systems research through reproducibility	13
BARGAIN: behavioral affective rule-based games adaptation interface–towards emotionally intelligent games: application on a virtual reality environment for socio-moral development	12
Recommendations for marathon runners: on the application of recommender systems and machine learning to support recreational marathon runners	12
An adaptive decision-making system supported on user preference predictions for human–robot interactive communication	11
Personality-targeted persuasive gamified systems: exploring the impact of application domain on the effectiveness of behaviour change strategies	11
The role of transparency in multi-stakeholder educational recommendations	11
Personalized task difficulty adaptation based on reinforcement learning	11
Introducing CARESSER: A framework for in situ learning robot social assistance from expert knowledge and demonstrations	10
NFC: a deep and hybrid item-based model for item cold-start recommendation	10

Effects and challenges of using a nutrition assistance system: results of a long-term mixed-method study	9
Theory-based habit modeling for enhancing behavior prediction in behavior change support systems	8
An automated system recommending background music to listen to while working	8
Intra-list similarity and human diversity perceptions of recommendations: the details matter	7
Personalized rehabilitation for children with cerebral palsy	6
Improving cold-start recommendations using item-based stereotypes	6
Empathy as an engaging strategy in social robotics: a pilot study	6
Measuring and modeling context-dependent preferences for hearing aid settings	6
Use of topical and temporal profiles and their hybridisation for content-based recommendation	6
Personalised socially assistive robot for cardiac rehabilitation: Critical reflections on long-term interactions in the real world	6
Safe, effective and explainable drug recommendation based on medical data integration	6