---
_id: '7159'
abstract:
- lang: eng
  text: "Background: Smart home technology powered by AI can detect anomalies and
    make emergency calls, enabling residents to live safely and independently. However,
    the adoption of such technologies for medical emergency detection remains limited.\r\n\r\nObjective:
    This study aimed to explore consumer preferences for AI-based smart home technology
    for medical emergency detection and identify predictors such as sociodemographic
    variables, AI literacy, and technology affinity.\r\n\r\nMethod: A sample of 300
    participants (172/300, 57.33% female; 128/300, 42.67% male, aged 18‐69 years)
    completed a choice-based conjoint analysis (CBCA). Participants evaluated 15 choice
    sets describing smart home variants based on cost, location, emergency detection
    rate, type of sensor, and data processing.\r\n\r\nResults: Cost was the most important
    attribute (relative importance [RI]=41%), followed by emergency detection rate
    (RI=19%), data processing (RI=14%), and location (RI=14%). The type of sensor
    was the least important attribute (RI=9%). The preferred configuration combined
    an annual subscription of €70 (US $82), a 95% detection rate, wearable sensors,
    personalized AI, and installation in both intimate and shared rooms. Notably,
    68.3% (205/300) of participants showed a positive none utility, indicating that
    even the optimal configuration did not overcome general reluctance to adopt such
    systems. While most expected correlations between sociodemographic variables and
    attribute importances were not observed, a significant correlation between self-reported
    health status and emergency detection rate was found (r=.16, P=.007). Interestingly,
    61% (167/270) of participants preferred AI over human involvement in data processing,
    but logistic regression revealed that a significant correlation between self-reported
    health status and emergency detection rate was found (OR=0.58, P=.04).\r\n\r\nConclusions:
    These findings highlight the need to align smart home development with user preferences,
    emphasizing cost-effectiveness. Additionally, AI literacy plays an important role
    in technology adoption in the context of AI-based smart home technology. Further
    research is needed to understand and address the reluctance to adopt AI for medical
    emergency detection."
author:
- first_name: Inga
  full_name: Jagemann, Inga
  id: '252878'
  last_name: Jagemann
  orcid: 0000-0002-3468-3423
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-3468-3423/work/226873432
- first_name: Justin
  full_name: Baudisch, Justin
  id: '247397'
  last_name: Baudisch
  orcid: 0000-0001-5565-0228
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-5565-0228/work/226873433
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/226873434
- first_name: Günter W
  full_name: Maier, Günter W
  last_name: Maier
- first_name: Gerrit
  full_name: Hirschfeld, Gerrit
  id: '234690'
  last_name: Hirschfeld
  orcid: 0000-0003-2143-4564
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-2143-4564/work/226873436
citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Baudisch, Justin</span> ; <span style="font-variant:small-caps;">Jungeblut,
    Thorsten</span> ; <span style="font-variant:small-caps;">Maier, Günter W</span>
    ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>: Consumer Preferences
    for AI-Based Smart Home Medical Emergency Detection Among German Adults: Choice-Based
    Conjoint Analysis. In: <i>JMIR AI</i> Bd. 5, JMIR Publications Inc. (2026), S. e94589–e94589'
  ama: 'Jagemann I, Baudisch J, Jungeblut T, Maier GW, Hirschfeld G. Consumer Preferences
    for AI-Based Smart Home Medical Emergency Detection Among German Adults: Choice-Based
    Conjoint Analysis. <i>JMIR AI</i>. 2026;5:e94589-e94589. doi:<a href="https://doi.org/10.2196/94589">10.2196/94589</a>'
  apa: 'Jagemann, I., Baudisch, J., Jungeblut, T., Maier, G. W., &#38; Hirschfeld,
    G. (2026). Consumer Preferences for AI-Based Smart Home Medical Emergency Detection
    Among German Adults: Choice-Based Conjoint Analysis. <i>JMIR AI</i>, <i>5</i>,
    e94589–e94589. <a href="https://doi.org/10.2196/94589">https://doi.org/10.2196/94589</a>'
  bibtex: '@article{Jagemann_Baudisch_Jungeblut_Maier_Hirschfeld_2026, title={Consumer
    Preferences for AI-Based Smart Home Medical Emergency Detection Among German Adults:
    Choice-Based Conjoint Analysis}, volume={5}, DOI={<a href="https://doi.org/10.2196/94589">10.2196/94589</a>},
    journal={JMIR AI}, publisher={JMIR Publications Inc.}, author={Jagemann, Inga
    and Baudisch, Justin and Jungeblut, Thorsten and Maier, Günter W and Hirschfeld,
    Gerrit}, year={2026}, pages={e94589–e94589} }'
  chicago: 'Jagemann, Inga, Justin Baudisch, Thorsten Jungeblut, Günter W Maier, and
    Gerrit Hirschfeld. “Consumer Preferences for AI-Based Smart Home Medical Emergency
    Detection Among German Adults: Choice-Based Conjoint Analysis.” <i>JMIR AI</i>
    5 (2026): e94589–e94589. <a href="https://doi.org/10.2196/94589">https://doi.org/10.2196/94589</a>.'
  ieee: 'I. Jagemann, J. Baudisch, T. Jungeblut, G. W. Maier, and G. Hirschfeld, “Consumer
    Preferences for AI-Based Smart Home Medical Emergency Detection Among German Adults:
    Choice-Based Conjoint Analysis,” <i>JMIR AI</i>, vol. 5, pp. e94589–e94589, 2026.'
  mla: 'Jagemann, Inga, et al. “Consumer Preferences for AI-Based Smart Home Medical
    Emergency Detection Among German Adults: Choice-Based Conjoint Analysis.” <i>JMIR
    AI</i>, vol. 5, JMIR Publications Inc., 2026, pp. e94589–e94589, doi:<a href="https://doi.org/10.2196/94589">10.2196/94589</a>.'
  short: I. Jagemann, J. Baudisch, T. Jungeblut, G.W. Maier, G. Hirschfeld, JMIR AI
    5 (2026) e94589–e94589.
date_created: 2026-09-15T22:05:30Z
date_updated: 2026-09-16T08:20:11Z
doi: 10.2196/94589
intvolume: '         5'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: e94589-e94589
publication: JMIR AI
publication_identifier:
  eissn:
  - 2817-1705
publication_status: published
publisher: JMIR Publications Inc.
status: public
title: 'Consumer Preferences for AI-Based Smart Home Medical Emergency Detection Among
  German Adults: Choice-Based Conjoint Analysis'
type: journal_article
user_id: '220548'
volume: 5
year: '2026'
...
---
_id: '6240'
author:
- first_name: Inga
  full_name: Jagemann, Inga
  id: '252878'
  last_name: Jagemann
  orcid: 0000-0002-3468-3423
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-3468-3423/work/194426200
- first_name: Justin
  full_name: Baudisch, Justin
  id: '247397'
  last_name: Baudisch
  orcid: 0000-0001-5565-0228
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-5565-0228/work/194426201
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/194426202
- first_name: Günter W.
  full_name: Maier, Günter W.
  last_name: Maier
- first_name: Gerrit
  full_name: Hirschfeld, Gerrit
  id: '234690'
  last_name: Hirschfeld
  orcid: 0000-0003-2143-4564
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-2143-4564/work/194426203
citation:
  alphadin: '<span style="font-variant:small-caps;">Jagemann, Inga</span> ; <span
    style="font-variant:small-caps;">Baudisch, Justin</span> ; <span style="font-variant:small-caps;">Jungeblut,
    Thorsten</span> ; <span style="font-variant:small-caps;">Maier, Günter W.</span>
    ; <span style="font-variant:small-caps;">Hirschfeld, Gerrit</span>: The More You
    Know, the Less You Want to Rely on It – Consumer preferences for AI-based health
    monitoring in smart home systems. In: <i>PsychArchives</i>, PsychArchives (2025)'
  ama: Jagemann I, Baudisch J, Jungeblut T, Maier GW, Hirschfeld G. The More You Know,
    the Less You Want to Rely on It – Consumer preferences for AI-based health monitoring
    in smart home systems. <i>PsychArchives</i>. 2025. doi:<a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">10.23668/PSYCHARCHIVES.21275</a>
  apa: Jagemann, I., Baudisch, J., Jungeblut, T., Maier, G. W., &#38; Hirschfeld,
    G. (2025). The More You Know, the Less You Want to Rely on It – Consumer preferences
    for AI-based health monitoring in smart home systems. <i>PsychArchives</i>. <a
    href="https://doi.org/10.23668/PSYCHARCHIVES.21275">https://doi.org/10.23668/PSYCHARCHIVES.21275</a>
  bibtex: '@article{Jagemann_Baudisch_Jungeblut_Maier_Hirschfeld_2025, title={The
    More You Know, the Less You Want to Rely on It – Consumer preferences for AI-based
    health monitoring in smart home systems}, DOI={<a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">10.23668/PSYCHARCHIVES.21275</a>},
    journal={PsychArchives}, publisher={PsychArchives}, author={Jagemann, Inga and
    Baudisch, Justin and Jungeblut, Thorsten and Maier, Günter W. and Hirschfeld,
    Gerrit}, year={2025} }'
  chicago: Jagemann, Inga, Justin Baudisch, Thorsten Jungeblut, Günter W. Maier, and
    Gerrit Hirschfeld. “The More You Know, the Less You Want to Rely on It – Consumer
    Preferences for AI-Based Health Monitoring in Smart Home Systems.” <i>PsychArchives</i>,
    2025. <a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">https://doi.org/10.23668/PSYCHARCHIVES.21275</a>.
  ieee: I. Jagemann, J. Baudisch, T. Jungeblut, G. W. Maier, and G. Hirschfeld, “The
    More You Know, the Less You Want to Rely on It – Consumer preferences for AI-based
    health monitoring in smart home systems,” <i>PsychArchives</i>, 2025.
  mla: Jagemann, Inga, et al. “The More You Know, the Less You Want to Rely on It
    – Consumer Preferences for AI-Based Health Monitoring in Smart Home Systems.”
    <i>PsychArchives</i>, PsychArchives, 2025, doi:<a href="https://doi.org/10.23668/PSYCHARCHIVES.21275">10.23668/PSYCHARCHIVES.21275</a>.
  short: I. Jagemann, J. Baudisch, T. Jungeblut, G.W. Maier, G. Hirschfeld, PsychArchives
    (2025).
date_created: 2025-10-16T15:39:59Z
date_updated: 2026-03-17T15:29:27Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.23668/PSYCHARCHIVES.21275
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
project:
- _id: 72dfeb62-b436-11ed-9513-f39505d26204
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: PsychArchives
publisher: PsychArchives
status: public
title: The More You Know, the Less You Want to Rely on It – Consumer preferences for
  AI-based health monitoring in smart home systems
type: journal_article
user_id: '242294'
year: '2025'
...
---
_id: '6139'
alternative_id:
- '6354'
author:
- first_name: Hasina
  full_name: Attaullah, Hasina
  id: '254998'
  last_name: Attaullah
  orcid: 0000-0002-6902-6116
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-6902-6116/work/190160459
- first_name: Sanaullah
  full_name: Sanaullah, Sanaullah
  id: '248865'
  last_name: Sanaullah
  orcid: 0000-0003-4112-802X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-4112-802X/work/190160461
- first_name: Annika
  full_name: Peters, Annika
  id: '257172'
  last_name: Peters
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1837-2254/work/190160462
- first_name: Justin
  full_name: Baudisch, Justin
  id: '247397'
  last_name: Baudisch
  orcid: 0000-0001-5565-0228
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-5565-0228/work/190160463
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/190160465
citation:
  alphadin: '<span style="font-variant:small-caps;">Attaullah, Hasina</span> ; <span
    style="font-variant:small-caps;">Sanaullah, Sanaullah</span> ; <span style="font-variant:small-caps;">Peters,
    Annika</span> ; <span style="font-variant:small-caps;">Ahmed, Qazi Arbab</span>
    ; <span style="font-variant:small-caps;">Baudisch, Justin</span> ; <span style="font-variant:small-caps;">Jungeblut,
    Thorsten</span>: DNA: detecting early signs of neurodegenerative diseases through
    activity and sleep analysis. In: <i>Frontiers in Neuroscience</i> Bd. 19, Frontiers
    Media SA (2025)'
  ama: 'Attaullah H, Sanaullah S, Peters A, Ahmed QA, Baudisch J, Jungeblut T. DNA:
    detecting early signs of neurodegenerative diseases through activity and sleep
    analysis. <i>Frontiers in Neuroscience</i>. 2025;19. doi:<a href="https://doi.org/10.3389/fnins.2025.1617758">10.3389/fnins.2025.1617758</a>'
  apa: 'Attaullah, H., Sanaullah, S., Peters, A., Ahmed, Q. A., Baudisch, J., &#38;
    Jungeblut, T. (2025). DNA: detecting early signs of neurodegenerative diseases
    through activity and sleep analysis. <i>Frontiers in Neuroscience</i>, <i>19</i>.
    <a href="https://doi.org/10.3389/fnins.2025.1617758">https://doi.org/10.3389/fnins.2025.1617758</a>'
  bibtex: '@article{Attaullah_Sanaullah_Peters_Ahmed_Baudisch_Jungeblut_2025, title={DNA:
    detecting early signs of neurodegenerative diseases through activity and sleep
    analysis}, volume={19}, DOI={<a href="https://doi.org/10.3389/fnins.2025.1617758">10.3389/fnins.2025.1617758</a>},
    journal={Frontiers in Neuroscience}, publisher={Frontiers Media SA}, author={Attaullah,
    Hasina and Sanaullah, Sanaullah and Peters, Annika and Ahmed, Qazi Arbab and Baudisch,
    Justin and Jungeblut, Thorsten}, year={2025} }'
  chicago: 'Attaullah, Hasina, Sanaullah Sanaullah, Annika Peters, Qazi Arbab Ahmed,
    Justin Baudisch, and Thorsten Jungeblut. “DNA: Detecting Early Signs of Neurodegenerative
    Diseases through Activity and Sleep Analysis.” <i>Frontiers in Neuroscience</i>
    19 (2025). <a href="https://doi.org/10.3389/fnins.2025.1617758">https://doi.org/10.3389/fnins.2025.1617758</a>.'
  ieee: 'H. Attaullah, S. Sanaullah, A. Peters, Q. A. Ahmed, J. Baudisch, and T. Jungeblut,
    “DNA: detecting early signs of neurodegenerative diseases through activity and
    sleep analysis,” <i>Frontiers in Neuroscience</i>, vol. 19, 2025.'
  mla: 'Attaullah, Hasina, et al. “DNA: Detecting Early Signs of Neurodegenerative
    Diseases through Activity and Sleep Analysis.” <i>Frontiers in Neuroscience</i>,
    vol. 19, Frontiers Media SA, 2025, doi:<a href="https://doi.org/10.3389/fnins.2025.1617758">10.3389/fnins.2025.1617758</a>.'
  short: H. Attaullah, S. Sanaullah, A. Peters, Q.A. Ahmed, J. Baudisch, T. Jungeblut,
    Frontiers in Neuroscience 19 (2025).
date_created: 2025-08-20T10:50:06Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
doi: 10.3389/fnins.2025.1617758
intvolume: '        19'
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Frontiers in Neuroscience
publication_identifier:
  eissn:
  - 1662-453X
publication_status: published
publisher: Frontiers Media SA
research_group:
- _id: f025f82c-c221-11ec-90a2-d82e18d06cb8
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
status: public
title: 'DNA: detecting early signs of neurodegenerative diseases through activity
  and sleep analysis'
type: journal_article
user_id: '254998'
volume: 19
year: '2025'
...
---
_id: '4639'
alternative_title:
- 'Ein Projekt aus dem Reallabor Geriatrie '
author:
- first_name: Tim Christian
  full_name: Herzig, Tim Christian
  id: '250294'
  last_name: Herzig
  orcid: 0000-0002-1002-6912
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1002-6912/work/160985970
- first_name: Christian
  full_name: Marschner, Christian
  last_name: Marschner
- first_name: 'Stephan '
  full_name: 'Held, Stephan '
  last_name: Held
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/160981156
- first_name: Justin
  full_name: Baudisch, Justin
  id: '247397'
  last_name: Baudisch
  orcid: 0000-0001-5565-0228
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-5565-0228/work/160981159
- first_name: Christoph
  full_name: Ostrau, Christoph
  id: '250133'
  last_name: Ostrau
  orcid: 0000-0003-1551-3848
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-1551-3848/work/160981160
- first_name: Michael
  full_name: Klemm, Michael
  last_name: Klemm
- first_name: Andreas
  full_name: Uphaus, Andreas
  id: '213333'
  last_name: Uphaus
- first_name: Rena
  full_name: Amelung, Rena
  last_name: Amelung
- first_name: Annette
  full_name: Nauerth, Annette
  id: '33965'
  last_name: Nauerth
  orcid: 0009-0006-8407-3136
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0006-8407-3136/work/226738682
citation:
  alphadin: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Herzig,
    Tim Christian</span> ; <span style="font-variant:small-caps;">Marschner, Christian</span>
    ; <span style="font-variant:small-caps;">Held, Stephan </span> ; <span style="font-variant:small-caps;">Jungeblut,
    Thorsten</span> ; <span style="font-variant:small-caps;">Baudisch, Justin</span>
    ; <span style="font-variant:small-caps;">Ostrau, Christoph</span> ; <span style="font-variant:small-caps;">Klemm,
    Michael</span> ; <span style="font-variant:small-caps;">Uphaus, Andreas</span>
    ; u. a.</span>: KI-gestütztes Monitoring zur Unterstützung in der häuslichen Pflege
    (KIMUP) . In: <span style="font-variant:small-caps;">Institute for Data Science
    Solutions</span> (Hrsg.): <i>Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge
    </i>, <i>Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge </i>. Bd. 1.
    Bielefeld : Hochschule Bielefeld, 2024, S. 9–10'
  ama: 'Herzig TC, Marschner C, Held S, et al. KI-gestütztes Monitoring zur Unterstützung
    in der häuslichen Pflege (KIMUP) . In: Institute for Data Science Solutions, ed.
    <i>Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge </i>. Vol 1. Kongress
    KI@HSBI2023 Solutions im Fokus - Posterbeiträge . Bielefeld: Hochschule Bielefeld;
    2024:9-10. doi:<a href="https://doi.org/10.60802/sidas.2024.1 ">10.60802/sidas.2024.1
    </a>'
  apa: 'Herzig, T. C., Marschner, C., Held, S., Jungeblut, T., Baudisch, J., Ostrau,
    C., … Nauerth, A. (2024). KI-gestütztes Monitoring zur Unterstützung in der häuslichen
    Pflege (KIMUP) . In Institute for Data Science Solutions (Ed.), <i>Kongress KI@HSBI2023
    Solutions im Fokus - Posterbeiträge </i> (Vol. 1, pp. 9–10). Bielefeld: Hochschule
    Bielefeld. <a href="https://doi.org/10.60802/sidas.2024.1 ">https://doi.org/10.60802/sidas.2024.1
    </a>'
  bibtex: '@inproceedings{Herzig_Marschner_Held_Jungeblut_Baudisch_Ostrau_Klemm_Uphaus_Amelung_Nauerth_2024,
    place={Bielefeld}, series={Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge
    }, title={KI-gestütztes Monitoring zur Unterstützung in der häuslichen Pflege
    (KIMUP) }, volume={1}, DOI={<a href="https://doi.org/10.60802/sidas.2024.1 ">10.60802/sidas.2024.1
    </a>}, booktitle={Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge },
    publisher={Hochschule Bielefeld}, author={Herzig, Tim Christian and Marschner,
    Christian and Held, Stephan  and Jungeblut, Thorsten and Baudisch, Justin and
    Ostrau, Christoph and Klemm, Michael and Uphaus, Andreas and Amelung, Rena and
    Nauerth, Annette}, editor={Institute for Data Science SolutionsEditor}, year={2024},
    pages={9–10}, collection={Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge
    } }'
  chicago: 'Herzig, Tim Christian, Christian Marschner, Stephan  Held, Thorsten Jungeblut,
    Justin Baudisch, Christoph Ostrau, Michael Klemm, Andreas Uphaus, Rena Amelung,
    and Annette Nauerth. “KI-gestütztes Monitoring zur Unterstützung in der häuslichen
    Pflege (KIMUP) .” In <i>Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge
    </i>, edited by Institute for Data Science Solutions, 1:9–10. Kongress KI@HSBI2023
    Solutions im Fokus - Posterbeiträge . Bielefeld: Hochschule Bielefeld, 2024. <a
    href="https://doi.org/10.60802/sidas.2024.1 ">https://doi.org/10.60802/sidas.2024.1
    </a>.'
  ieee: T. C. Herzig <i>et al.</i>, “KI-gestütztes Monitoring zur Unterstützung in
    der häuslichen Pflege (KIMUP) ,” in <i>Kongress KI@HSBI2023 Solutions im Fokus
    - Posterbeiträge </i>, Bielefeld, 2024, vol. 1, pp. 9–10.
  mla: Herzig, Tim Christian, et al. “KI-gestütztes Monitoring zur Unterstützung in
    der häuslichen Pflege (KIMUP) .” <i>Kongress KI@HSBI2023 Solutions im Fokus -
    Posterbeiträge </i>, edited by Institute for Data Science Solutions, vol. 1, Hochschule
    Bielefeld, 2024, pp. 9–10, doi:<a href="https://doi.org/10.60802/sidas.2024.1
    ">10.60802/sidas.2024.1 </a>.
  short: 'T.C. Herzig, C. Marschner, S. Held, T. Jungeblut, J. Baudisch, C. Ostrau,
    M. Klemm, A. Uphaus, R. Amelung, A. Nauerth, in: Institute for Data Science Solutions
    (Ed.), Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge , Hochschule Bielefeld,
    Bielefeld, 2024, pp. 9–10.'
conference:
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  location: Bielefeld
  name: 'Kongress KI@HSBI2023 Solutions im Fokus '
  start_date: 2023-11-30
corporate_editor:
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date_created: 2024-06-05T10:22:27Z
date_updated: 2026-09-15T07:30:35Z
department:
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doi: '10.60802/sidas.2024.1 '
intvolume: '         1'
language:
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page: 9-10
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publication: 'Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge '
publication_identifier:
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publication_status: published
publisher: Hochschule Bielefeld
quality_controlled: '1'
research_group:
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series_title: 'Kongress KI@HSBI2023 Solutions im Fokus - Posterbeiträge '
status: public
title: 'KI-gestütztes Monitoring zur Unterstützung in der häuslichen Pflege (KIMUP) '
type: conference_abstract
user_id: '231260'
volume: 1
year: '2024'
...
---
_id: '4482'
alternative_id:
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article_type: original
author:
- first_name: Justin
  full_name: Baudisch, Justin
  id: '247397'
  last_name: Baudisch
  orcid: 0000-0001-5565-0228
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-5565-0228/work/157784482
- first_name: Birte
  full_name: Richter, Birte
  last_name: Richter
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
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citation:
  alphadin: '<span style="font-variant:small-caps;">Baudisch, Justin</span> ; <span
    style="font-variant:small-caps;">Richter, Birte</span> ; <span style="font-variant:small-caps;">Jungeblut,
    Thorsten</span>: A Framework for Learning Event Sequences and Explaining Detected
    Anomalies in a Smart Home Environment. In: <i>KI - Künstliche Intelligenz</i>
    Bd. 36, Springer Science and Business Media LLC (2022), Nr. 3–4, S. 259–266'
  ama: Baudisch J, Richter B, Jungeblut T. A Framework for Learning Event Sequences
    and Explaining Detected Anomalies in a Smart Home Environment. <i>KI - Künstliche
    Intelligenz</i>. 2022;36(3-4):259-266. doi:<a href="https://doi.org/10.1007/s13218-022-00775-5">10.1007/s13218-022-00775-5</a>
  apa: Baudisch, J., Richter, B., &#38; Jungeblut, T. (2022). A Framework for Learning
    Event Sequences and Explaining Detected Anomalies in a Smart Home Environment.
    <i>KI - Künstliche Intelligenz</i>, <i>36</i>(3–4), 259–266. <a href="https://doi.org/10.1007/s13218-022-00775-5">https://doi.org/10.1007/s13218-022-00775-5</a>
  bibtex: '@article{Baudisch_Richter_Jungeblut_2022, title={A Framework for Learning
    Event Sequences and Explaining Detected Anomalies in a Smart Home Environment},
    volume={36}, DOI={<a href="https://doi.org/10.1007/s13218-022-00775-5">10.1007/s13218-022-00775-5</a>},
    number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science
    and Business Media LLC}, author={Baudisch, Justin and Richter, Birte and Jungeblut,
    Thorsten}, year={2022}, pages={259–266} }'
  chicago: 'Baudisch, Justin, Birte Richter, and Thorsten Jungeblut. “A Framework
    for Learning Event Sequences and Explaining Detected Anomalies in a Smart Home
    Environment.” <i>KI - Künstliche Intelligenz</i> 36, no. 3–4 (2022): 259–66. <a
    href="https://doi.org/10.1007/s13218-022-00775-5">https://doi.org/10.1007/s13218-022-00775-5</a>.'
  ieee: J. Baudisch, B. Richter, and T. Jungeblut, “A Framework for Learning Event
    Sequences and Explaining Detected Anomalies in a Smart Home Environment,” <i>KI
    - Künstliche Intelligenz</i>, vol. 36, no. 3–4, pp. 259–266, 2022.
  mla: Baudisch, Justin, et al. “A Framework for Learning Event Sequences and Explaining
    Detected Anomalies in a Smart Home Environment.” <i>KI - Künstliche Intelligenz</i>,
    vol. 36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 259–66, doi:<a
    href="https://doi.org/10.1007/s13218-022-00775-5">10.1007/s13218-022-00775-5</a>.
  short: J. Baudisch, B. Richter, T. Jungeblut, KI - Künstliche Intelligenz 36 (2022)
    259–266.
date_created: 2024-04-16T10:32:07Z
date_updated: 2026-06-12T10:02:28Z
department:
- _id: '103'
doi: 10.1007/s13218-022-00775-5
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file_date_updated: 2024-04-17T05:58:03Z
has_accepted_license: '1'
intvolume: '        36'
issue: 3-4
keyword:
- Ambient assisted living
- anomaly detection
- Internet of Things
- Explainable AI
language:
- iso: eng
license: https://creativecommons.org/licenses/by/4.0/
main_file_link:
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page: 259-266
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publication: KI - Künstliche Intelligenz
publication_identifier:
  eissn:
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  issn:
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publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: A Framework for Learning Event Sequences and Explaining Detected Anomalies
  in a Smart Home Environment
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
urn: urn:nbn:de:hbz:bi10-22981
user_id: '231260'
volume: 36
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...