Hiển thị ở chế độ nhân viên: Transformer transfer learning emotion detection model synchronizing socially agreed and self-reported emotions in big data

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

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Hiển thị chi tiết
Tác giả chính:	Sanghyub John, Lee, JongYoon, Lim, Leo, Paas
Định dạng:	Sách
Ngôn ngữ:	English
Nhà xuất bản:	Springer 2023
Chủ đề:	emotions in big data
Truy cập trực tuyến:	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
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score	8.891695

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

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