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Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data

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Bibliographic Details
Main Authors: Sanghyub John, Lee, JongYoon, Lim, Leo, Paas
Format: Book
Language:English
Published: Springer 2023
Subjects:
emotions in big data
Online Access:https://link.springer.com/article/10.1007/s00521-023-08276-8
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8278
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spelling oai:localhost:PNK-82782023-04-25T06:40:12Z Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data Sanghyub John, Lee JongYoon, Lim Leo, Paas emotions in big data CC BY Abstract Tactics to determine the emotions of authors of texts such as Twitter messages often rely on multiple annotators who label relatively small data sets of text passages. An alternative method gathers large text databases that contain the authors’ self-reported emotions, to which artificial intelligence, machine learning, and natural language processing tools can be applied. Both approaches have strength and weaknesses. Emotions evaluated by a few human annotators are susceptible to idiosyncratic biases that reflect the characteristics of the annotators. But models based on large, self-reported emotion data sets may overlook subtle, social emotions that human annotators can recognize. 2023-04-25T06:40:12Z 2023-04-25T06:40:12Z 2023 Book https://link.springer.com/article/10.1007/s00521-023-08276-8 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8278 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic emotions in big data
spellingShingle emotions in big data
Sanghyub John, Lee
JongYoon, Lim
Leo, Paas
Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
description CC BY
format Book
author Sanghyub John, Lee
JongYoon, Lim
Leo, Paas
author_facet Sanghyub John, Lee
JongYoon, Lim
Leo, Paas
author_sort Sanghyub John, Lee
title Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
title_short Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
title_full Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
title_fullStr Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
title_full_unstemmed Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
title_sort transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s00521-023-08276-8
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8278
_version_ 1764177437387653120
score 8.887836

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