---
_id: '10312'
author:
- first_name: Jonas
full_name: Potthast, Jonas
id: '81287'
last_name: Potthast
- first_name: Valentin
full_name: Grimm, Valentin
id: '74000'
last_name: Grimm
- first_name: Jessica
full_name: Rubart, Jessica
id: '45672'
last_name: Rubart
citation:
ama: Potthast J, Grimm V, Rubart J. Immersive Exploration of Machine Learning
Data Combining Visual Analytics with Explainable AI. (Fröhlich P, Cobus V,
eds.). Gesellschaft für Informatik e.V.; 2023. doi:10.18420/muc2023-mci-ws16-389
apa: 'Potthast, J., Grimm, V., & Rubart, J. (2023). Immersive Exploration of
Machine Learning Data Combining Visual Analytics with Explainable AI. In P. Fröhlich
& V. Cobus (Eds.), Mensch und Computer 2023 – Workshopband, MCI-WS16 -
UCAI 2023: Workshop on User-Centered Artificial Intelligence. Gesellschaft
für Informatik e.V. https://doi.org/10.18420/muc2023-mci-ws16-389'
bjps: Potthast J, Grimm V and Rubart J (2023) Immersive Exploration of
Machine Learning Data Combining Visual Analytics with Explainable AI, Fröhlich
P and Cobus V (eds). Gesellschaft für Informatik e.V.
chicago: 'Potthast, Jonas, Valentin Grimm, and Jessica Rubart. Immersive Exploration
of Machine Learning Data Combining Visual Analytics with Explainable AI. Edited
by Peter Fröhlich and Vanessa Cobus. Mensch Und Computer 2023 – Workshopband,
MCI-WS16 - UCAI 2023: Workshop on User-Centered Artificial Intelligence. Gesellschaft
für Informatik e.V., 2023. https://doi.org/10.18420/muc2023-mci-ws16-389.'
chicago-de: 'Potthast, Jonas, Valentin Grimm und Jessica Rubart. 2023. Immersive
Exploration of Machine Learning Data Combining Visual Analytics with Explainable
AI. Hg. von Peter Fröhlich und Vanessa Cobus. Mensch und Computer 2023
– Workshopband, MCI-WS16 - UCAI 2023: Workshop on User-Centered Artificial Intelligence.
Gesellschaft für Informatik e.V. doi:10.18420/muc2023-mci-ws16-389,
.'
din1505-2-1: 'Potthast, Jonas ; Grimm, Valentin ; Rubart,
Jessica ; Fröhlich, P. ;
Cobus, V. (Hrsg.): Immersive
Exploration of Machine Learning Data Combining Visual Analytics with Explainable
AI : Gesellschaft für Informatik e.V., 2023'
havard: J. Potthast, V. Grimm, J. Rubart, Immersive Exploration of Machine Learning
Data Combining Visual Analytics with Explainable AI, Gesellschaft für Informatik
e.V., 2023.
ieee: 'J. Potthast, V. Grimm, and J. Rubart, Immersive Exploration of Machine
Learning Data Combining Visual Analytics with Explainable AI. Gesellschaft
für Informatik e.V., 2023. doi: 10.18420/muc2023-mci-ws16-389.'
mla: 'Potthast, Jonas, et al. “Immersive Exploration of Machine Learning Data Combining
Visual Analytics with Explainable AI.” Mensch Und Computer 2023 – Workshopband,
MCI-WS16 - UCAI 2023: Workshop on User-Centered Artificial Intelligence, edited
by Peter Fröhlich and Vanessa Cobus, Gesellschaft für Informatik e.V., 2023, https://doi.org/10.18420/muc2023-mci-ws16-389.'
short: J. Potthast, V. Grimm, J. Rubart, Immersive Exploration of Machine Learning
Data Combining Visual Analytics with Explainable AI, Gesellschaft für Informatik
e.V., 2023.
ufg: 'Potthast, Jonas/Grimm, Valentin/Rubart, Jessica: Immersive Exploration
of Machine Learning Data Combining Visual Analytics with Explainable AI, hg. von
Fröhlich, Peter/Cobus, Vanessa, o. O. 2023.'
van: 'Potthast J, Grimm V, Rubart J. Immersive Exploration of Machine Learning Data
Combining Visual Analytics with Explainable AI. Fröhlich P, Cobus V, editors.
Mensch und Computer 2023 – Workshopband, MCI-WS16 - UCAI 2023: Workshop on User-Centered
Artificial Intelligence. Gesellschaft für Informatik e.V.; 2023.'
conference:
end_date: 2023-09-06
location: Rapperswil, Schweiz
name: Mensch und Computer 2023
start_date: 2023-09-03
date_created: 2023-09-07T15:07:00Z
date_updated: 2024-07-23T09:40:39Z
department:
- _id: DEP8000
- _id: DEP8008
doi: 10.18420/muc2023-mci-ws16-389
editor:
- first_name: Peter
full_name: Fröhlich, Peter
last_name: Fröhlich
- first_name: Vanessa
full_name: Cobus, Vanessa
last_name: Cobus
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://doi.org/10.18420/muc2023-mci-ws16-389
oa: '1'
publication: 'Mensch und Computer 2023 – Workshopband, MCI-WS16 - UCAI 2023: Workshop
on User-Centered Artificial Intelligence'
publication_status: published
publisher: Gesellschaft für Informatik e.V.
quality_controlled: '1'
status: public
title: Immersive Exploration of Machine Learning Data Combining Visual Analytics with
Explainable AI
type: conference_editor_article
user_id: '45672'
year: '2023'
...
---
_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. Motivational Exploration of Explanations
in Industrial Analytics. IEEE; 2023:1-6. doi:10.1109/INDIN51400.2023.10217864
apa: Grimm, V., Potthast, J., & Rubart, J. (2023). Motivational Exploration
of Explanations in Industrial Analytics. In 2023 IEEE 21st International Conference
on Industrial Informatics (INDIN) (pp. 1–6). IEEE. https://doi.org/10.1109/INDIN51400.2023.10217864
bjps: Grimm V, Potthast J and Rubart J (2023) Motivational Exploration
of Explanations in Industrial Analytics. IEEE.
chicago: Grimm, Valentin, Jonas Potthast, and Jessica Rubart. Motivational Exploration
of Explanations in Industrial Analytics. 2023 IEEE 21st International Conference
on Industrial Informatics (INDIN). IEEE, 2023. https://doi.org/10.1109/INDIN51400.2023.10217864.
chicago-de: Grimm, Valentin, Jonas Potthast und Jessica Rubart. 2023. Motivational
Exploration of Explanations in Industrial Analytics. 2023 IEEE 21st International
Conference on Industrial Informatics (INDIN). IEEE. doi:10.1109/INDIN51400.2023.10217864,
.
din1505-2-1: 'Grimm, Valentin ; Potthast, Jonas ; Rubart,
Jessica: Motivational Exploration of Explanations in Industrial Analytics :
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, Motivational Exploration of Explanations
in Industrial Analytics. IEEE, 2023, pp. 1–6. doi: 10.1109/INDIN51400.2023.10217864.'
mla: Grimm, Valentin, et al. “Motivational Exploration of Explanations in Industrial
Analytics.” 2023 IEEE 21st International Conference on Industrial Informatics
(INDIN), IEEE, 2023, pp. 1–6, https://doi.org/10.1109/INDIN51400.2023.10217864.
short: V. Grimm, J. Potthast, J. Rubart, Motivational Exploration of Explanations
in Industrial Analytics, IEEE, 2023.
ufg: 'Grimm, Valentin/Potthast, Jonas/Rubart, Jessica: 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'
...
---
_id: '9162'
abstract:
- lang: eng
text: The German manufacturing industry has been carrying out new developments towards
the next industrial revolution, focusing on smart manufacturing environments.
Our work emphasizes human-centered control rooms in the context of production
plants. Increased automation does not have to come with less human control. Therefore,
we report on multimodal collaborative interaction techniques to augment industrial
control rooms. In particular, we include mobile workers who use the control room
while being in the production hall using tablets or specifically mixed reality
glasses. Collaborative annotation dashboards support discussions and a shared
understanding among analysts. Manufacturing-related data can be integrated into
business analytics environments so that holistic analyses can be performed. Multimodal
interaction techniques can support effective interaction with the control room
based on the users’ preferences. Immersive experience through mixed reality-based
three-dimensional visualizations and interaction possibilities support users in
obtaining a clear understanding of the underlying data.
article_type: original
author:
- first_name: Jessica
full_name: Rubart, Jessica
id: '45672'
last_name: Rubart
- first_name: Valentin
full_name: Grimm, Valentin
id: '74000'
last_name: Grimm
- first_name: Jonas
full_name: Potthast, Jonas
id: '81287'
last_name: Potthast
citation:
ama: Rubart J, Grimm V, Potthast J. Augmenting Industrial Control Rooms with Multimodal
Collaborative Interaction Techniques. Journal Future Internet. 2022;14(8):1-18.
doi:https://doi.org/10.3390/fi14080224
apa: Rubart, J., Grimm, V., & Potthast, J. (2022). Augmenting Industrial Control
Rooms with Multimodal Collaborative Interaction Techniques. Journal Future
Internet, 14(8), 1–18. https://doi.org/10.3390/fi14080224
bjps: Rubart J, Grimm V and Potthast J (2022) Augmenting Industrial Control
Rooms with Multimodal Collaborative Interaction Techniques. Journal Future
Internet 14, 1–18.
chicago: 'Rubart, Jessica, Valentin Grimm, and Jonas Potthast. “Augmenting Industrial
Control Rooms with Multimodal Collaborative Interaction Techniques.” Journal
Future Internet 14, no. 8 (2022): 1–18. https://doi.org/10.3390/fi14080224.'
chicago-de: 'Rubart, Jessica, Valentin Grimm und Jonas Potthast. 2022. Augmenting
Industrial Control Rooms with Multimodal Collaborative Interaction Techniques.
Journal Future Internet 14, Nr. 8: 1–18. doi:https://doi.org/10.3390/fi14080224,
.'
din1505-2-1: 'Rubart, Jessica ; Grimm, Valentin ; Potthast,
Jonas: Augmenting Industrial Control Rooms with Multimodal Collaborative
Interaction Techniques. In: Journal Future Internet Bd. 14. Basel, CH,
MDPI (2022), Nr. 8, S. 1–18'
havard: J. Rubart, V. Grimm, J. Potthast, Augmenting Industrial Control Rooms with
Multimodal Collaborative Interaction Techniques, Journal Future Internet. 14 (2022)
1–18.
ieee: 'J. Rubart, V. Grimm, and J. Potthast, “Augmenting Industrial Control Rooms
with Multimodal Collaborative Interaction Techniques,” Journal Future Internet,
vol. 14, no. 8, pp. 1–18, 2022, doi: https://doi.org/10.3390/fi14080224.'
mla: Rubart, Jessica, et al. “Augmenting Industrial Control Rooms with Multimodal
Collaborative Interaction Techniques.” Journal Future Internet, vol. 14,
no. 8, 2022, pp. 1–18, https://doi.org/10.3390/fi14080224.
short: J. Rubart, V. Grimm, J. Potthast, Journal Future Internet 14 (2022) 1–18.
ufg: 'Rubart, Jessica/Grimm, Valentin/Potthast, Jonas: Augmenting Industrial
Control Rooms with Multimodal Collaborative Interaction Techniques, in: Journal
Future Internet 14 (2022), H. 8, S. 1–18.'
van: Rubart J, Grimm V, Potthast J. Augmenting Industrial Control Rooms with Multimodal
Collaborative Interaction Techniques. Journal Future Internet. 2022;14(8):1–18.
date_created: 2022-11-08T15:57:56Z
date_updated: 2024-08-02T09:11:24Z
department:
- _id: DEP8008
- _id: DEP8000
doi: https://doi.org/10.3390/fi14080224
intvolume: ' 14'
issue: '8'
keyword:
- control room
- multimodel interaction
- augmented reality
- mixed reality
language:
- iso: eng
page: 1-18
place: Basel, CH
publication: Journal Future Internet
publication_identifier:
eissn:
- '1999-5903 '
publication_status: published
publisher: MDPI
quality_controlled: '1'
status: public
title: Augmenting Industrial Control Rooms with Multimodal Collaborative Interaction
Techniques
type: scientific_journal_article
user_id: '83781'
volume: 14
year: '2022'
...
---
_id: '9163'
author:
- first_name: Jonas
full_name: Potthast, Jonas
id: '81287'
last_name: Potthast
- first_name: Valentin
full_name: Grimm, Valentin
id: '74000'
last_name: Grimm
- first_name: Jessica
full_name: Rubart, Jessica
id: '45672'
last_name: Rubart
citation:
ama: Potthast J, Grimm V, Rubart J. Immersive Experience of Multidimensional
Data Using Mixed Reality Based Scatterplots. (Mühlhäuser M, ed.). ACM Press;
2022:594-596. doi:https://doi.org/10.1145/3543758.3547515
apa: Potthast, J., Grimm, V., & Rubart, J. (2022). Immersive Experience of Multidimensional
Data using Mixed Reality based Scatterplots. In M. Mühlhäuser (Ed.), Proceedings
of Mensch und Computer 2022 (pp. 594–596). ACM Press. https://doi.org/10.1145/3543758.3547515
bjps: 'Potthast J, Grimm V and Rubart J (2022) Immersive Experience of
Multidimensional Data Using Mixed Reality Based Scatterplots, Mühlhäuser M
(ed.). NY, USA: ACM Press.'
chicago: 'Potthast, Jonas, Valentin Grimm, and Jessica Rubart. Immersive Experience
of Multidimensional Data Using Mixed Reality Based Scatterplots. Edited by
Max Mühlhäuser. Proceedings of Mensch Und Computer 2022. NY, USA: ACM Press,
2022. https://doi.org/10.1145/3543758.3547515.'
chicago-de: 'Potthast, Jonas, Valentin Grimm und Jessica Rubart. 2022. Immersive
Experience of Multidimensional Data using Mixed Reality based Scatterplots.
Hg. von Max Mühlhäuser. Proceedings of Mensch und Computer 2022. NY, USA:
ACM Press. doi:https://doi.org/10.1145/3543758.3547515,
.'
din1505-2-1: 'Potthast, Jonas ; Grimm, Valentin ; Rubart,
Jessica ; Mühlhäuser, M.
(Hrsg.): Immersive Experience of Multidimensional Data using Mixed Reality
based Scatterplots. NY, USA : ACM Press, 2022'
havard: J. Potthast, V. Grimm, J. Rubart, Immersive Experience of Multidimensional
Data using Mixed Reality based Scatterplots, ACM Press, NY, USA, 2022.
ieee: 'J. Potthast, V. Grimm, and J. Rubart, Immersive Experience of Multidimensional
Data using Mixed Reality based Scatterplots. NY, USA: ACM Press, 2022, pp.
594–596. doi: https://doi.org/10.1145/3543758.3547515.'
mla: Potthast, Jonas, et al. “Immersive Experience of Multidimensional Data Using
Mixed Reality Based Scatterplots.” Proceedings of Mensch Und Computer 2022,
edited by Max Mühlhäuser, ACM Press, 2022, pp. 594–96, https://doi.org/10.1145/3543758.3547515.
short: J. Potthast, V. Grimm, J. Rubart, Immersive Experience of Multidimensional
Data Using Mixed Reality Based Scatterplots, ACM Press, NY, USA, 2022.
ufg: 'Potthast, Jonas/Grimm, Valentin/Rubart, Jessica: Immersive Experience
of Multidimensional Data using Mixed Reality based Scatterplots, hg. von Mühlhäuser,
Max, NY, USA 2022.'
van: 'Potthast J, Grimm V, Rubart J. Immersive Experience of Multidimensional Data
using Mixed Reality based Scatterplots. Mühlhäuser M, editor. Proceedings of Mensch
und Computer 2022. NY, USA: ACM Press; 2022.'
conference:
end_date: 2022-09-07
location: Darmstadt, DE
name: 'MuC ''22: Mensch und Computer 2022'
start_date: 2022-09-04
date_created: 2022-11-09T12:02:53Z
date_updated: 2025-06-26T09:00:21Z
department:
- _id: DEP8008
- _id: DEP8000
doi: https://doi.org/10.1145/3543758.3547515
editor:
- first_name: Max
full_name: Mühlhäuser, Max
last_name: Mühlhäuser
language:
- iso: eng
page: 594 - 596
place: NY, USA
publication: Proceedings of Mensch und Computer 2022
publication_identifier:
eisbn:
- 978-1-4503-9690-5
publication_status: published
publisher: ACM Press
quality_controlled: '1'
status: public
title: Immersive Experience of Multidimensional Data using Mixed Reality based Scatterplots
type: conference_editor_article
user_id: '83781'
year: '2022'
...