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Estimation of Economic Indicator Announced by Government From Social Big Data
We introduce a systematic method to estimate an economic indicator from the Japanese government by analyzing big Japanese blog data. Explanatory variables are monthly word frequencies. We adopt 1352 words in the section of economics and industry of the Nikkei thesaurus for each candidate word to ill...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512414/ https://www.ncbi.nlm.nih.gov/pubmed/33266576 http://dx.doi.org/10.3390/e20110852 |
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author | Yamada, Kenta Takayasu, Hideki Takayasu, Misako |
author_facet | Yamada, Kenta Takayasu, Hideki Takayasu, Misako |
author_sort | Yamada, Kenta |
collection | PubMed |
description | We introduce a systematic method to estimate an economic indicator from the Japanese government by analyzing big Japanese blog data. Explanatory variables are monthly word frequencies. We adopt 1352 words in the section of economics and industry of the Nikkei thesaurus for each candidate word to illustrate the economic index. From this large volume of words, our method automatically selects the words which have strong correlation with the economic indicator and resolves some difficulties in statistics such as the spurious correlation and overfitting. As a result, our model reasonably illustrates the real economy index. The announcement of an economic index from government usually has a time lag, while our proposed method can be real time. |
format | Online Article Text |
id | pubmed-7512414 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75124142020-11-09 Estimation of Economic Indicator Announced by Government From Social Big Data Yamada, Kenta Takayasu, Hideki Takayasu, Misako Entropy (Basel) Article We introduce a systematic method to estimate an economic indicator from the Japanese government by analyzing big Japanese blog data. Explanatory variables are monthly word frequencies. We adopt 1352 words in the section of economics and industry of the Nikkei thesaurus for each candidate word to illustrate the economic index. From this large volume of words, our method automatically selects the words which have strong correlation with the economic indicator and resolves some difficulties in statistics such as the spurious correlation and overfitting. As a result, our model reasonably illustrates the real economy index. The announcement of an economic index from government usually has a time lag, while our proposed method can be real time. MDPI 2018-11-06 /pmc/articles/PMC7512414/ /pubmed/33266576 http://dx.doi.org/10.3390/e20110852 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Yamada, Kenta Takayasu, Hideki Takayasu, Misako Estimation of Economic Indicator Announced by Government From Social Big Data |
title | Estimation of Economic Indicator Announced by Government From Social Big Data |
title_full | Estimation of Economic Indicator Announced by Government From Social Big Data |
title_fullStr | Estimation of Economic Indicator Announced by Government From Social Big Data |
title_full_unstemmed | Estimation of Economic Indicator Announced by Government From Social Big Data |
title_short | Estimation of Economic Indicator Announced by Government From Social Big Data |
title_sort | estimation of economic indicator announced by government from social big data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512414/ https://www.ncbi.nlm.nih.gov/pubmed/33266576 http://dx.doi.org/10.3390/e20110852 |
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