Pilot experiences on independent living in high age via non-invasive multisensory data analytics

This work describes the self-management support experience of the Patients with Dementia (PwD) at home by delivering a technology integrated model of assistance to the Informal Caregivers (ICs). Based on the conducted pilot tests the authors analyse, if non-invasive sensing technologies, are able to support the assistance management of the ICs, by delivering reliable information about deviations on usual behavioural patterns of PwD. The work presents the basic results of using Recurrent Neural Networks (RNN) in behaviour classification and anomaly detection at home.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-04-01
DOI
https://doi.org/10.5281/zenodo.15120406
Primary Topic
Context-Aware Activity Recognition Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Pilot experiences on independent living in high age via non-invasive multisensory data analytics

Zenodo (CERN European Organization for Nuclear Research)
Context-Aware Activity Recognition Systems
article

Pilot experiences on independent living in high age via non-invasive multisensory data analytics

article en

Abstract

This work describes the self-management support experience of the Patients with Dementia (PwD) at home by delivering a technology integrated model of assistance to the Informal Caregivers (ICs). Based on the conducted pilot tests the authors analyse, if non-invasive sensing technologies, are able to support the assistance management of the ICs, by delivering reliable information about deviations on usual behavioural patterns of PwD. The work presents the basic results of using Recurrent Neural Networks (RNN) in behaviour classification and anomaly detection at home.

Zenodo (CERN European Organization for Nuclear Research)
Lucerne University of Applied Sciences and Arts (CH)
Openalex Percentile: Top 55%
Context-Aware Activity Recognition Systems
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