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Which news topics drive economic prosperity in China?
Precise and real-time measurements of economic prosperity are vital to a country’s economic system. This study aims to identify news topics that promoted economic prosperity in China from 2011–2021. By extracting economic topics from news text data, we construct a news coincidence index with compreh...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578587/ https://www.ncbi.nlm.nih.gov/pubmed/37844122 http://dx.doi.org/10.1371/journal.pone.0291862 |
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author | Lu, Wanbo Wang, Yifu Zhang, Xingjian |
author_facet | Lu, Wanbo Wang, Yifu Zhang, Xingjian |
author_sort | Lu, Wanbo |
collection | PubMed |
description | Precise and real-time measurements of economic prosperity are vital to a country’s economic system. This study aims to identify news topics that promoted economic prosperity in China from 2011–2021. By extracting economic topics from news text data, we construct a news coincidence index with comprehensive information and strong timeliness and reveal the trend of topic contribution. The Latent Dirichlet Allocation (LDA) topic model is applied to extract economic topics from the news. We use a mixed-frequency dynamic factor model to track rapid economic development without using high-frequency weekly and daily data. We identify the six most influential topics and investigate their evolution, which may serve as a reference for economic construction and regulation. |
format | Online Article Text |
id | pubmed-10578587 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105785872023-10-17 Which news topics drive economic prosperity in China? Lu, Wanbo Wang, Yifu Zhang, Xingjian PLoS One Research Article Precise and real-time measurements of economic prosperity are vital to a country’s economic system. This study aims to identify news topics that promoted economic prosperity in China from 2011–2021. By extracting economic topics from news text data, we construct a news coincidence index with comprehensive information and strong timeliness and reveal the trend of topic contribution. The Latent Dirichlet Allocation (LDA) topic model is applied to extract economic topics from the news. We use a mixed-frequency dynamic factor model to track rapid economic development without using high-frequency weekly and daily data. We identify the six most influential topics and investigate their evolution, which may serve as a reference for economic construction and regulation. Public Library of Science 2023-10-16 /pmc/articles/PMC10578587/ /pubmed/37844122 http://dx.doi.org/10.1371/journal.pone.0291862 Text en © 2023 Lu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Lu, Wanbo Wang, Yifu Zhang, Xingjian Which news topics drive economic prosperity in China? |
title | Which news topics drive economic prosperity in China? |
title_full | Which news topics drive economic prosperity in China? |
title_fullStr | Which news topics drive economic prosperity in China? |
title_full_unstemmed | Which news topics drive economic prosperity in China? |
title_short | Which news topics drive economic prosperity in China? |
title_sort | which news topics drive economic prosperity in china? |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10578587/ https://www.ncbi.nlm.nih.gov/pubmed/37844122 http://dx.doi.org/10.1371/journal.pone.0291862 |
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