Data Distribution Dynamics in Real-World WiFi-Based Patient Activity Monitoring for Home Healthcare Article Swipe
Mahathir Monjur
,
Jia Liu
,
Jingye Xu
,
Yuntong Zhang
,
Xiaomeng Wang
,
Chengdong Li
,
Hyejin Park
,
Wei Wang
,
Karl Shieh
,
Sirajum Munir
,
Jing Wang
,
Lixin Song
,
Shahriar Nirjon
·
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2402.09452
YOU?
·
· 2024
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2402.09452
This paper examines the application of WiFi signals for real-world monitoring of daily activities in home healthcare scenarios. While the state-of-the-art of WiFi-based activity recognition is promising in lab environments, challenges arise in real-world settings due to environmental, subject, and system configuration variables, affecting accuracy and adaptability. The research involved deploying systems in various settings and analyzing data shifts. It aims to guide realistic development of robust, context-aware WiFi sensing systems for elderly care. The findings suggest a shift in WiFi-based activity sensing, bridging the gap between academic research and practical applications, enhancing life quality through technology.
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2402.09452
- https://arxiv.org/pdf/2402.09452
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4391912434
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4391912434Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.48550/arxiv.2402.09452Digital Object Identifier
- Title
-
Data Distribution Dynamics in Real-World WiFi-Based Patient Activity Monitoring for Home HealthcareWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2024Year of publication
- Publication date
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2024-02-03Full publication date if available
- Authors
-
Mahathir Monjur, Jia Liu, Jingye Xu, Yuntong Zhang, Xiaomeng Wang, Chengdong Li, Hyejin Park, Wei Wang, Karl Shieh, Sirajum Munir, Jing Wang, Lixin Song, Shahriar NirjonList of authors in order
- Landing page
-
https://arxiv.org/abs/2402.09452Publisher landing page
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https://arxiv.org/pdf/2402.09452Direct link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
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greenOpen access status per OpenAlex
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https://arxiv.org/pdf/2402.09452Direct OA link when available
- Concepts
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Distribution (mathematics), Health care, Dynamics (music), Computer science, Business, Economics, Psychology, Economic growth, Mathematical analysis, Pedagogy, MathematicsTop concepts (fields/topics) attached by OpenAlex
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0Total citation count in OpenAlex
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10Other works algorithmically related by OpenAlex
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