<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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Main Authors: Ignacio Astudillo, Carolina Fuentes, Valeria Herskovic
Format: Article
Language:English
Published: MDPI AG 2018-10-01
Series:Proceedings
Subjects:
Online Access:https://www.mdpi.com/2504-3900/2/19/1205
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spelling 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
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