Resumen
Due to the Covid-19 pandemic, nowadays people comment a lot in Twitter expressing emotions around this. It can be very difficult to analyze and obtain information from big amounts of unstructured data, the objective of this work is the processing of high volumes of these tweets and to get a temporal visual exploration analysis of emotions through an interactive visual analytic tool from Twitter Data of Covid-19. This useful tool could help to the specialists in Psychology to know more about the emotional profile of users and the tweets posted daywise. Further it helps to see the important words of the tweets through word cloud and a two-dimensional plane graph to see the word of each tweet with its VAD (valence, arousal and dominance) scores and emotions. First we preprocessed the data to delete the stopwords, then we used a RNN (Recurrent Neural Network) to get an emotion related to the tweet, then we calculate VAD scores and fill missing emotions, this data can be visualized across this tool on a timeline interactively.
Idioma original | Inglés |
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Título de la publicación alojada | Human-Computer Interaction - 6th Iberomarican Workshop, HCI-Collab 2020, Proceedings |
Editores | Vanessa Agredo-Delgado, Pablo H. Ruiz, Vanessa Agredo-Delgado, Pablo H. Ruiz, Klinge Orlando Villalba-Condori |
Editorial | Springer Science and Business Media Deutschland GmbH |
Páginas | 94-106 |
Número de páginas | 13 |
ISBN (versión impresa) | 9783030669188 |
DOI | |
Estado | Publicada - 2020 |
Evento | 6th Ibero-American Conference on Human-Computer Interaction, HCI-Collab 2020 - Arequipa, Perú Duración: 16 set. 2020 → 18 set. 2020 |
Serie de la publicación
Nombre | Communications in Computer and Information Science |
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Volumen | 1334 |
ISSN (versión impresa) | 1865-0929 |
ISSN (versión digital) | 1865-0937 |
Conferencia
Conferencia | 6th Ibero-American Conference on Human-Computer Interaction, HCI-Collab 2020 |
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País/Territorio | Perú |
Ciudad | Arequipa |
Período | 16/09/20 → 18/09/20 |
Nota bibliográfica
Publisher Copyright:© 2020, Springer Nature Switzerland AG.