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LUX: Smart Mirror with Sentiment Analysis for Mental Comfort
As COVID-19 solidifies its presence in everyday life, the interest in mental health is growing, resulting in the necessity of sentiment analysis. A smart mirror is suitable for encouraging mental comfort due to its approachability and scalability as an in-home AI device. From the aspect of natural l...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8125726/ https://www.ncbi.nlm.nih.gov/pubmed/33946700 http://dx.doi.org/10.3390/s21093092 |
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author | Yu, Hyona Bae, Jihyun Choi, Jiyeon Kim, Hyungseok |
author_facet | Yu, Hyona Bae, Jihyun Choi, Jiyeon Kim, Hyungseok |
author_sort | Yu, Hyona |
collection | PubMed |
description | As COVID-19 solidifies its presence in everyday life, the interest in mental health is growing, resulting in the necessity of sentiment analysis. A smart mirror is suitable for encouraging mental comfort due to its approachability and scalability as an in-home AI device. From the aspect of natural language processing (NLP), sentiment analysis for Korean lacks an emotion dataset regarding everyday conversation. Its significant differences from English in terms of language structure make implementation challenging. The proposed smart mirror LUX provides Korean text sentiment analysis with the deep learning model, which examines GRU, LSTM, CNN, Bi-LSTM, and Bi-GRU networks. There are four emotional labels: anger, sadness, neutral, and happiness. For each emotion, there are three possible interactive responses: reciting wise sayings, playing music, and sympathizing. The implemented smart mirror also includes more-typical functions, such as a wake-up prompt, a weather reporting function, a calendar, a news reporting function, and a clock. |
format | Online Article Text |
id | pubmed-8125726 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-81257262021-05-17 LUX: Smart Mirror with Sentiment Analysis for Mental Comfort Yu, Hyona Bae, Jihyun Choi, Jiyeon Kim, Hyungseok Sensors (Basel) Article As COVID-19 solidifies its presence in everyday life, the interest in mental health is growing, resulting in the necessity of sentiment analysis. A smart mirror is suitable for encouraging mental comfort due to its approachability and scalability as an in-home AI device. From the aspect of natural language processing (NLP), sentiment analysis for Korean lacks an emotion dataset regarding everyday conversation. Its significant differences from English in terms of language structure make implementation challenging. The proposed smart mirror LUX provides Korean text sentiment analysis with the deep learning model, which examines GRU, LSTM, CNN, Bi-LSTM, and Bi-GRU networks. There are four emotional labels: anger, sadness, neutral, and happiness. For each emotion, there are three possible interactive responses: reciting wise sayings, playing music, and sympathizing. The implemented smart mirror also includes more-typical functions, such as a wake-up prompt, a weather reporting function, a calendar, a news reporting function, and a clock. MDPI 2021-04-29 /pmc/articles/PMC8125726/ /pubmed/33946700 http://dx.doi.org/10.3390/s21093092 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yu, Hyona Bae, Jihyun Choi, Jiyeon Kim, Hyungseok LUX: Smart Mirror with Sentiment Analysis for Mental Comfort |
title | LUX: Smart Mirror with Sentiment Analysis for Mental Comfort |
title_full | LUX: Smart Mirror with Sentiment Analysis for Mental Comfort |
title_fullStr | LUX: Smart Mirror with Sentiment Analysis for Mental Comfort |
title_full_unstemmed | LUX: Smart Mirror with Sentiment Analysis for Mental Comfort |
title_short | LUX: Smart Mirror with Sentiment Analysis for Mental Comfort |
title_sort | lux: smart mirror with sentiment analysis for mental comfort |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8125726/ https://www.ncbi.nlm.nih.gov/pubmed/33946700 http://dx.doi.org/10.3390/s21093092 |
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