<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers
An informal caregiver is exposed to an emotional overload, which can lead to high stress levels. To provide caregivers with awareness about their emotions, we propose an emotion-tracking platform based on Facebook status updates. For this purpose, we trained several classification models to assign e...
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doaj-6a9bea0cee3b426eabbeef682b4b98e22020-11-24T21:47:25ZengMDPI AGProceedings2504-39002018-10-01219120510.3390/proceedings2191205proceedings2191205<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal CaregiversIgnacio Astudillo0Carolina Fuentes1Valeria Herskovic2Department of Computer Science, Pontificia Universidad Católica de Chile, Santiago 7820436, ChileSchool of Computer Science, University of Nottingham, Nottingham NG8 1BB, UKDepartment of Computer Science, Pontificia Universidad Católica de Chile, Santiago 7820436, ChileAn informal caregiver is exposed to an emotional overload, which can lead to high stress levels. To provide caregivers with awareness about their emotions, we propose an emotion-tracking platform based on Facebook status updates. For this purpose, we trained several classification models to assign emotions to Facebook status updates. Then, we developed a Facebook application that connected to each user’s profile, gathered their status updates, classified their emotions, and generated a summary. We tested the application with 54 participants, finding the relative precision to be 84%, while the platform was perceived to be valuable and novel. Participants thought the application allowed them to think about their emotions and the information they share.https://www.mdpi.com/2504-3900/2/19/1205emotion recognition, self-reflection, informal caregivers, well-being, Facebook |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ignacio Astudillo Carolina Fuentes Valeria Herskovic |
spellingShingle |
Ignacio Astudillo Carolina Fuentes Valeria Herskovic <em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers Proceedings emotion recognition, self-reflection, informal caregivers, well-being, Facebook |
author_facet |
Ignacio Astudillo Carolina Fuentes Valeria Herskovic |
author_sort |
Ignacio Astudillo |
title |
<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers |
title_short |
<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers |
title_full |
<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers |
title_fullStr |
<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers |
title_full_unstemmed |
<em>Analízate</em>: Towards a Platform to Analyze Activities and Emotional States of Informal Caregivers |
title_sort |
<em>analízate</em>: towards a platform to analyze activities and emotional states of informal caregivers |
publisher |
MDPI AG |
series |
Proceedings |
issn |
2504-3900 |
publishDate |
2018-10-01 |
description |
An informal caregiver is exposed to an emotional overload, which can lead to high stress levels. To provide caregivers with awareness about their emotions, we propose an emotion-tracking platform based on Facebook status updates. For this purpose, we trained several classification models to assign emotions to Facebook status updates. Then, we developed a Facebook application that connected to each user’s profile, gathered their status updates, classified their emotions, and generated a summary. We tested the application with 54 participants, finding the relative precision to be 84%, while the platform was perceived to be valuable and novel. Participants thought the application allowed them to think about their emotions and the information they share. |
topic |
emotion recognition, self-reflection, informal caregivers, well-being, Facebook |
url |
https://www.mdpi.com/2504-3900/2/19/1205 |
work_keys_str_mv |
AT ignacioastudillo emanalizateemtowardsaplatformtoanalyzeactivitiesandemotionalstatesofinformalcaregivers AT carolinafuentes emanalizateemtowardsaplatformtoanalyzeactivitiesandemotionalstatesofinformalcaregivers AT valeriaherskovic emanalizateemtowardsaplatformtoanalyzeactivitiesandemotionalstatesofinformalcaregivers |
_version_ |
1725897042404835328 |