Literature DB >> 33946700

LUX: Smart Mirror with Sentiment Analysis for Mental Comfort.

Hyona Yu1, Jihyun Bae1, Jiyeon Choi1, Hyungseok Kim1.   

Abstract

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.

Entities:  

Keywords:  NLP; affective computing; deep learning; raspberry Pi; sentiment analysis; smart mirror

Mesh:

Year:  2021        PMID: 33946700     DOI: 10.3390/s21093092

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  4 in total

1.  Long short-term memory.

Authors:  S Hochreiter; J Schmidhuber
Journal:  Neural Comput       Date:  1997-11-15       Impact factor: 2.026

2.  Sentiment analysis in medical settings: New opportunities and challenges.

Authors:  Kerstin Denecke; Yihan Deng
Journal:  Artif Intell Med       Date:  2015-05-01       Impact factor: 5.326

3.  Learning interaction dynamics with an interactive LSTM for conversational sentiment analysis.

Authors:  Yazhou Zhang; Prayag Tiwari; Dawei Song; Xiaoliu Mao; Panpan Wang; Xiang Li; Hari Mohan Pandey
Journal:  Neural Netw       Date:  2020-10-21

4.  Emotion knowledge: further exploration of a prototype approach.

Authors:  P Shaver; J Schwartz; D Kirson; C O'Connor
Journal:  J Pers Soc Psychol       Date:  1987-06
  4 in total
  1 in total

1.  Connecting Text Classification with Image Classification: A New Preprocessing Method for Implicit Sentiment Text Classification.

Authors:  Meikang Chen; Kurban Ubul; Xuebin Xu; Alimjan Aysa; Mahpirat Muhammat
Journal:  Sensors (Basel)       Date:  2022-02-28       Impact factor: 3.576

  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.