Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data
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2023
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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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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 |
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Digital Phenikaa |
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Digital Phenikaa |
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English |
topic |
emotions in big data |
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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 |
8.891145 |