Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lu, Wanbo, Wang, Yifu, Zhang, Xingjian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
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
_version_ 1785121548812681216
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
work_keys_str_mv AT luwanbo whichnewstopicsdriveeconomicprosperityinchina
AT wangyifu whichnewstopicsdriveeconomicprosperityinchina
AT zhangxingjian whichnewstopicsdriveeconomicprosperityinchina