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Situated Case Studies for a Human-Centered Design of Explanation User Interfaces

Situated Case Studies

Situated Case Studies
Image Credit: Claudia Müller-Birn

Müller-Birn, Claudia; Glinka, Katrin; Sörries, Peter; Tebbe, Michael; Michl, Susanne – 2021

Researchers and practitioners increasingly consider a human-centered perspective in the design of machine learning-based applications, especially in the context of Explainable Artificial Intelligence (XAI). However, clear methodological guidance in this context is still missing because each new situation seems to require a new setup, which also creates different methodological challenges. Existing case study collections in XAI inspired us; therefore, we propose a similar collection of case studies for human-centered XAI that can provide methodological guidance or inspiration for others. We want to showcase our idea in this workshop by describing three case studies from our research. These case studies are selected to highlight how apparently small differences require a different set of methods and considerations. With this workshop contribution, we would like to engage in a discussion on how such a collection of case studies can provide a methodological guidance and critical reflection.

Title
Situated Case Studies for a Human-Centered Design of Explanation User Interfaces
Author
Müller-Birn, Claudia; Glinka, Katrin; Sörries, Peter; Tebbe, Michael; Michl, Susanne
Publisher
arXiv:2103.15462
Date
2021
Source(s)
Appeared in
ACM CHI Workshop on Operationalizing Human-Centered Perspectives in Explainable AI
Type
Text
BibTeX Code
@inproceedings{mueller-birn_situated_2021,
title={Situated Case Studies for a Human-Centered Design of Explanation User Interfaces},
author={M\"{u}ller-Birn, Claudia and Glinka, Katrin and S\"{o}rries, Peter and Tebbe, Michael and Michl, Susanne},
booktitle={ACM CHI Workshop on Operationalizing Human-Centered Perspectives in Explainable AI},
publisher={arXiv:2103.15462},
year={2021},
url = {https://arxiv.org/abs/2103.15462}
}