---
_id: '10789'
abstract:
- lang: eng
  text: Explainable AI (XAI) provides approaches and techniques for building trust
    in AI models. This paper presents and explores XAI approaches focusing on user
    interface concepts in predictive maintenance. The underlying AI model is based
    on an open dataset for wind turbines. An enhanced multi-class self-conceived labeling
    strategy improves the model and, thus, supports the XAI approaches. Previous research
    in user-centered XAI shows that users do not exploit the possibilities of XAI
    methods and instead rely on their intuition. To counter this tendency, we present
    user interfaces incorporating gamification elements to enhance understanding of
    AI outputs. We highlight our approach via two examples, demonstrating a local
    and a global XAI technique respectively. A preliminary user study was conducted
    to assess the value added by these gamification aspects. While the findings were
    inconclusive, they provided an initial insight into the potential of these design
    elements to foster user engagement in the realm of XAI.
author:
- first_name: Valentin
  full_name: Grimm, Valentin
  id: '74000'
  last_name: Grimm
- first_name: Jonas
  full_name: Potthast, Jonas
  id: '81287'
  last_name: Potthast
- first_name: Jessica
  full_name: Rubart, Jessica
  id: '45672'
  last_name: Rubart
citation:
  ama: Grimm V, Potthast J, Rubart J. <i>Motivational Exploration of Explanations
    in Industrial Analytics</i>. IEEE; 2023:1-6. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10217864">10.1109/INDIN51400.2023.10217864</a>
  apa: Grimm, V., Potthast, J., &#38; Rubart, J. (2023). Motivational Exploration
    of Explanations in Industrial Analytics. In <i>2023 IEEE 21st International Conference
    on Industrial Informatics (INDIN)</i> (pp. 1–6). IEEE. <a href="https://doi.org/10.1109/INDIN51400.2023.10217864">https://doi.org/10.1109/INDIN51400.2023.10217864</a>
  bjps: <b>Grimm V, Potthast J and Rubart J</b> (2023) <i>Motivational Exploration
    of Explanations in Industrial Analytics</i>. IEEE.
  chicago: Grimm, Valentin, Jonas Potthast, and Jessica Rubart. <i>Motivational Exploration
    of Explanations in Industrial Analytics</i>. <i>2023 IEEE 21st International Conference
    on Industrial Informatics (INDIN)</i>. IEEE, 2023. <a href="https://doi.org/10.1109/INDIN51400.2023.10217864">https://doi.org/10.1109/INDIN51400.2023.10217864</a>.
  chicago-de: Grimm, Valentin, Jonas Potthast und Jessica Rubart. 2023. <i>Motivational
    Exploration of Explanations in Industrial Analytics</i>. <i>2023 IEEE 21st International
    Conference on Industrial Informatics (INDIN)</i>. IEEE. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10217864">10.1109/INDIN51400.2023.10217864</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Grimm, Valentin</span> ; <span
    style="font-variant:small-caps;">Potthast, Jonas</span> ; <span style="font-variant:small-caps;">Rubart,
    Jessica</span>: <i>Motivational Exploration of Explanations in Industrial Analytics</i> :
    IEEE, 2023'
  havard: V. Grimm, J. Potthast, J. Rubart, Motivational Exploration of Explanations
    in Industrial Analytics, IEEE, 2023.
  ieee: 'V. Grimm, J. Potthast, and J. Rubart, <i>Motivational Exploration of Explanations
    in Industrial Analytics</i>. IEEE, 2023, pp. 1–6. doi: <a href="https://doi.org/10.1109/INDIN51400.2023.10217864">10.1109/INDIN51400.2023.10217864</a>.'
  mla: Grimm, Valentin, et al. “Motivational Exploration of Explanations in Industrial
    Analytics.” <i>2023 IEEE 21st International Conference on Industrial Informatics
    (INDIN)</i>, IEEE, 2023, pp. 1–6, <a href="https://doi.org/10.1109/INDIN51400.2023.10217864">https://doi.org/10.1109/INDIN51400.2023.10217864</a>.
  short: V. Grimm, J. Potthast, J. Rubart, Motivational Exploration of Explanations
    in Industrial Analytics, IEEE, 2023.
  ufg: '<b>Grimm, Valentin/Potthast, Jonas/Rubart, Jessica</b>: Motivational Exploration
    of Explanations in Industrial Analytics, o. O. 2023.'
  van: Grimm V, Potthast J, Rubart J. Motivational Exploration of Explanations in
    Industrial Analytics. 2023 IEEE 21st International Conference on Industrial Informatics
    (INDIN). IEEE; 2023.
conference:
  end_date: 2023-07-20
  location: Lemgo
  name: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN)
  start_date: 2023-07-17
date_created: 2023-11-21T08:31:08Z
date_updated: 2024-07-23T09:38:01Z
department:
- _id: DEP8008
doi: 10.1109/INDIN51400.2023.10217864
keyword:
- XAI
- Industrial Analytics
- Motivational Exploration
- SHAP
language:
- iso: eng
page: 1-6
publication: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN)
publication_status: published
publisher: IEEE
status: public
title: Motivational Exploration of Explanations in Industrial Analytics
type: conference_editor_article
user_id: '45672'
year: '2023'
...