AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection
H. Attaullah, C. Peters, A. Peters, T. Jungeblut, 2 (2025) 38–39.
Download
Es wurde kein Volltext hochgeladen. Nur Publikationsnachweis!
Konferenzbeitrag
| Englisch
Autor*in
herausgebende Körperschaft
Schriftenreihe des Institute for Data Science Solutions
Abstract
We investigate how sensor data collected from smart home environments can be used to identify behavioral patterns associated with dementia and depression. We focus on unobtrusive, low-costsensors installed in smart homes. We calculate features such as room occupancy, mobility and sleep interruptions with the goal of enabling early, non-invasive detection of anomalous behavior (Kim 2017) to provide details into daily routines to understand individual care needs. Dataset: We use data from the CASAS project (Washington State University 2025).
Stichworte
Erscheinungsjahr
Band
2
Seite
38-39
Konferenz
KI2025@HSBI Zukunft im Fokus
Konferenzort
Bielefeld
Konferenzdatum
2025-06-03 – 2025-06-03
FH-PUB-ID
Zitieren
Attaullah, Hasina ; Peters, Christian ; Peters, Annika ; Jungeblut, Thorsten: AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection. In: Schriftenreihe des Institute for Data Science Solutions (Hrsg.) , KI2025@HSBI Zukunft im Fokus. Bd. 2. Bielefeld (2025)
Attaullah H, Peters C, Peters A, Jungeblut T. AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection. Schriftenreihe des Institute for Data Science Solutions, ed. 2025;2:38-39. doi:10.60802/SIDAS.2025.2
Attaullah, H., Peters, C., Peters, A., & Jungeblut, T. (2025). AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection. (Schriftenreihe des Institute for Data Science Solutions, Ed.). Presented at the KI2025@HSBI Zukunft im Fokus, Bielefeld. https://doi.org/10.60802/SIDAS.2025.2
@article{Attaullah_Peters_Peters_Jungeblut_2025, place={Bielefeld}, series={KI2025@HSBI Zukunft im Fokus}, title={AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection}, volume={2}, DOI={10.60802/SIDAS.2025.2}, author={Attaullah, Hasina and Peters, Christian and Peters, Annika and Jungeblut, Thorsten}, editor={Schriftenreihe des Institute for Data Science SolutionsEditor}, year={2025}, pages={38–39}, collection={KI2025@HSBI Zukunft im Fokus} }
Attaullah, Hasina, Christian Peters, Annika Peters, and Thorsten Jungeblut. “AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection.” Edited by Schriftenreihe des Institute for Data Science Solutions. KI2025@HSBI Zukunft Im Fokus. Bielefeld, 2025. https://doi.org/10.60802/SIDAS.2025.2.
H. Attaullah, C. Peters, A. Peters, and T. Jungeblut, “AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection,” vol. 2. Bielefeld, pp. 38–39, 2025.
Attaullah, Hasina, et al. AI Meets Elderly Care: Mining Smart Home Data for Dementia and Depression Detection. Edited by Schriftenreihe des Institute for Data Science Solutions, vol. 2, 2025, pp. 38–39, doi:10.60802/SIDAS.2025.2.
Google Scholar