Exploring trends and emerging topics in oceanography (1992–2021) using deep learning-based topic modeling and cluster analysis

Abstract Recent advancements in data sampling, modeling, and increased collaboration among scientists have driven a substantial rise in oceanography publications. By utilizing big data and deep learning, we built a BERTopic model to perform topic modeling on 334,765 publications from the Web of Scie...

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Bibliographic Details
Main Authors: Mingyu Han, Yuntao Zhou
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:npj Ocean Sustainability
Online Access:https://doi.org/10.1038/s44183-024-00097-z
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