I Feel Safe with the Prediction: The Effect of Prediction Accuracy on Trust

Lisa Graichen; Matthias Graichen

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Paper

I Feel Safe with the Prediction: The Effect of Prediction Accuracy on Trust

Topics: Usability and User Experience; User Interfaces; User Performance Evaluation

In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 1 GRAPP, HUCAPP and IVAPP: HUCAPP, 480-483, 2024 , Rome, Italy

Authors: Lisa Graichen ¹ and Matthias Graichen ²

Affiliations: ¹ Department of Psychology and Ergonomics, TU Berlin, Marchstraße 23, Berlin, Germany ; ² Universität der Bundeswehr München, Munich, Germany

Keyword(s): XAI, HCXAI, Mental Model, Trust.

Abstract: Mental model building and trust are important topics in the interaction with Artificial Intelligence (AI)-based systems, particularly in domains involving high risk to user safety. The presented paper describes an upcoming study on applying methods from Human-Centered Explainable AI (HCXAI) to investigate the influence of AI accuracy on user trust. For the interaction with an AI-based system, we use an algorithm designed to support drivers at intersections by predicting turning maneuvers. We will investigate how drivers subjectively feel towards different presented and implemented accuracy levels. Participants will be asked to rate their respective levels of trust and acceptance. Moreover, we will investigate, whether trust and acceptance are depending on personality traits.

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Paper citation in several formats:

Graichen, L. and Graichen, M. (2024). I Feel Safe with the Prediction: The Effect of Prediction Accuracy on Trust. In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - HUCAPP; ISBN 978-989-758-679-8; ISSN 2184-4321, SciTePress, pages 480-483. DOI: 10.5220/0012407900003660

@conference{hucapp24,
author={Lisa Graichen. and Matthias Graichen.},
title={I Feel Safe with the Prediction: The Effect of Prediction Accuracy on Trust},
booktitle={Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - HUCAPP},
year={2024},
pages={480-483},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012407900003660},
isbn={978-989-758-679-8},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - HUCAPP
TI - I Feel Safe with the Prediction: The Effect of Prediction Accuracy on Trust
SN - 978-989-758-679-8
IS - 2184-4321
AU - Graichen, L.
AU - Graichen, M.
PY - 2024
SP - 480
EP - 483
DO - 10.5220/0012407900003660
PB - SciTePress