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- extended-abstractJuly 2022
Personalized, context-aware communication in multimodal public transport
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 326–330https://doi.org/10.1145/3503252.3534363The way we experience time is based on its psychological value. Time spent efficiently or pleasantly positively influences the time experience. When choosing a transportation mode, people highly value flexibility, reliability, and autonomy. Public ...
- extended-abstractJuly 2022
Interactive Interventions to Mitigate Cognitive Bias
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 316–320https://doi.org/10.1145/3503252.3534362While the web offers a great potential to find and share information, the cognitively demanding conditions of online interactions can leave users vulnerable to cognitive biases, such as the confirmation bias – the tendency to favor information that ...
- extended-abstractJuly 2022
Beyond-Accuracy Perspectives on Graph Neural Network-Based Models for Behavioural User Profiling
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 311–315https://doi.org/10.1145/3503252.3534361The presented doctoral research aims to develop a behavioural user profiling framework focusing simultaneously on three beyond-accuracy perspectives: privacy, to study how to intervene on graph data structures of specific contexts and provide methods to ...
- extended-abstractJuly 2022
Adaptive Emotional Support for Groups
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 306–310https://doi.org/10.1145/3503252.3534360When faced with a difficult situation, searching for emotional support is one of the most natural things to do. Being supported not only helps regulating the negative emotions, but it also promotes coping skills and psychological adjustment to stressful ...
- extended-abstractJuly 2022
Personalizing Persuasive Principles to Improve Credibility
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 331–334https://doi.org/10.1145/3503252.3534359The role of credibility in persuasive systems is undoubted. It is therefore important that the determinants of credibility are clearly understood. Studies have asserted that personalizing persuasive principles, for instance, based on users’ personality, ...
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- extended-abstractJuly 2022
Supporting Group Decision-Making Processes based on Group Dynamics
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 346–350https://doi.org/10.1145/3503252.3534358Organizations, friends, family members, etc., construct groups and conduct discussions to make decisions about the problems. Group decision-making is a complicated and time-consuming process since the group members involved in a discussion may have ...
- extended-abstractJuly 2022
Scrutability of Intelligent Personal Assistants
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 335–340https://doi.org/10.1145/3503252.3534355Intelligent personal assistants (IPAs) have become widely available, yet they remain primarily used for discrete, straightforward tasks. By contrast, both user studies and literature reviews indicate that IPAs of the future are to be personalised, ...
- extended-abstractJuly 2022
User Control in Adaptive Information Access
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 357–360https://doi.org/10.1145/3503252.3533722Adaptive information access systems is one of the most popular types of adaptive systems. It includes adaptive search, recommender system, adaptive navigation support, and adaptive information visualization. This is also one of the oldest types of ...
- extended-abstractJuly 2022
Ethical Considerations in User Modeling and Personalization (ECUMAP): ACM UMAP 2022 Tutorial
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 351–353https://doi.org/10.1145/3503252.3533721Ethical considerations are getting increased attention with regards to providing responsible personalization for robots and autonomous systems. This is partly a result of the currently limited deployment of such systems in human support and interaction ...
- research-articleJuly 2022
A Qualitative Analysis of the Persuasive Properties of Argumentation Schemes
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 1–11https://doi.org/10.1145/3503252.3531324Argumentation schemes are generalised patterns that provide a way to (partially) dissociate the content from the reasoning structure of the argument. On the other hand, Cialdini’s principles of persuasion provide a generic model to analyse the ...
- research-articleJuly 2022
On the benefits of using Hidden Markov Models to predict emotions
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 164–169https://doi.org/10.1145/3503252.3531323The availability of low-cost wireless physiological sensors has allowed the use of emotion recognition technologies in various applications. In this work, we describe a technique to predict emotional states in Russell’s two-dimensional emotion space (...
- research-articleJuly 2022
How Suitable Is Your Naturalistic Dataset for Theory-based User Modeling?
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 179–190https://doi.org/10.1145/3503252.3531322Theory-based, or “white-box,” models come with a major benefit that makes them appealing for deployment in user modeling: their parameters are interpretable. However, most theory-based models have been developed in controlled settings, in which ...
- research-articleJuly 2022
Evaluation of an Engagement-Aware Recommender System for People with Dementia
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 89–98https://doi.org/10.1145/3503252.3531318People with Dementia (PwD) and their caregivers can greatly benefit from regular cognitive and social activations. However, these activations need to be engaging and likeable to take effect and to maintain long-term motivation and wellbeing. Taking this ...
- research-articleJuly 2022
Taming User-Interface Heterogeneity with Uniform Overlays for Blind Users
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 212–222https://doi.org/10.1145/3503252.3531317For many blind users, interaction with computer applications using screen reader assistive technology is a frustrating and time-consuming affair, mostly due to the complexity and heterogeneity of applications’ user interfaces. An interview study ...
- research-articleJuly 2022
What do Students’ Interactions with Online Lecture Videos Reveal about their Learning?
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 295–305https://doi.org/10.1145/3503252.3531315Video viewing is an important component of online learning, yet little is known about what information about learning outcomes can be derived from students’ video control actions. We investigate the extent to which information on student learning is ...
- research-articleJuly 2022
Critiquing-based Modeling of Subjective Preferences
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 234–242https://doi.org/10.1145/3503252.3531314Applications designed for entertainment and other non-instrumental purposes are challenging to optimize because the relationships between system parameters and user experience can be unclear. Ideally, we would crowdsource these design questions, but ...
- research-articleJuly 2022Best Student Paper
How to Ask for Donations? Learning User-Specific Persuasive Dialogue Policies through Online Interactions
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 12–22https://doi.org/10.1145/3503252.3531313Persuasive conversations are more effective when they are custom-tailored for the intended audience. Current persuasive dialogue systems rely heavily on advice-giving or focus on different framing policies in a constrained and less dynamic/flexible ...
- research-articleJuly 2022
Nudging Towards Health? Examining the Merits of Nutrition Labels and Personalization in a Recipe Recommender System
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 48–56https://doi.org/10.1145/3503252.3531312Food recommender systems show personalized recipes to users based on content liked previously. Despite their potential, often recommended (popular) recipes in previous studies have turned out to be unhealthy, negatively contributing to prevalent obesity ...
- research-articleJuly 2022
Understanding the Role of Explanation Modality in AI-assisted Decision-making
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 223–233https://doi.org/10.1145/3503252.3531311Advances in artificial intelligence and machine learning have led to a steep rise in the adoption of AI to augment or support human decision-making across domains. There has been an increasing body of work addressing the benefits of model ...
- research-articleJuly 2022
Navigational, Informational or Punk-Rock? An Exploration of Search Intent in the Musical Domain
UMAP '22: Proceedings of the 30th ACM Conference on User Modeling, Adaptation and PersonalizationJuly 2022, Pages 202–211https://doi.org/10.1145/3503252.3531308The search engine of music streaming platforms is a high-control method for navigating the catalog. If one is to study users’ search behavior in this context, one can leverage the vast body of research on general information behavior while challenging ...