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Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data

This article conducts an empirical study on the correlation between Chinese pork price and the fluctuation of the pork concept index. The first is to use Tushare financial data interface, crawler tools and other technologies to obtain initial data, then use machine learning SVM sentiment analysis to...

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Main Authors: Yujiao Liu, Lin He, Duohui Li, Xiaozhao Luo, Guo Peng, Xiaoping Fan, Guang Sun
Format: Article
Language:English
Published: Springer, Cham 2020
Subjects:
Q Science (General)
T Technology (General)
Online Access:https://eprints.ums.edu.my/id/eprint/26273/1/Correlation%20Analysis%20of%20Chinese%20Pork%20Concept%20Stocks%20Based%20on%20Big%20Data.pdf
https://eprints.ums.edu.my/id/eprint/26273/
https://doi.org/10.1007/978-3-030-57881-7_42
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spelling my.ums.eprints.262732020-11-09T08:09:26Z https://eprints.ums.edu.my/id/eprint/26273/ Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data Yujiao Liu Lin He Duohui Li Xiaozhao Luo Guo Peng Xiaoping Fan Guang Sun Q Science (General) T Technology (General) This article conducts an empirical study on the correlation between Chinese pork price and the fluctuation of the pork concept index. The first is to use Tushare financial data interface, crawler tools and other technologies to obtain initial data, then use machine learning SVM sentiment analysis to convert text data into structured data to pre-process and standardize the data, which is beneficial to SPSS.24 for correlation and multiple linear regression analysis. Finally came to the following conclusions: Firstly, the Chinese pork price has a significant positive correlation at the level of 0.01 with the pork concept index, and upstream and midstream companies in the pork industry chain are more affected by changes in pork prices. Therefore, investors can focus on pork price changes to guide investment decisions. Secondly, from the long-term analysis, investor sentiment has little effect on the stock price of pork stocks. Thirdly, weak correlation between Chinese macroeconomic factors and Chinese pork stock price. Springer, Cham 2020 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/26273/1/Correlation%20Analysis%20of%20Chinese%20Pork%20Concept%20Stocks%20Based%20on%20Big%20Data.pdf Yujiao Liu and Lin He and Duohui Li and Xiaozhao Luo and Guo Peng and Xiaoping Fan and Guang Sun (2020) Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data. Artificial Intelligence and Security. pp. 475-486. https://doi.org/10.1007/978-3-030-57881-7_42
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
topic Q Science (General)
T Technology (General)
spellingShingle Q Science (General)
T Technology (General)
Yujiao Liu
Lin He
Duohui Li
Xiaozhao Luo
Guo Peng
Xiaoping Fan
Guang Sun
Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data
description This article conducts an empirical study on the correlation between Chinese pork price and the fluctuation of the pork concept index. The first is to use Tushare financial data interface, crawler tools and other technologies to obtain initial data, then use machine learning SVM sentiment analysis to convert text data into structured data to pre-process and standardize the data, which is beneficial to SPSS.24 for correlation and multiple linear regression analysis. Finally came to the following conclusions: Firstly, the Chinese pork price has a significant positive correlation at the level of 0.01 with the pork concept index, and upstream and midstream companies in the pork industry chain are more affected by changes in pork prices. Therefore, investors can focus on pork price changes to guide investment decisions. Secondly, from the long-term analysis, investor sentiment has little effect on the stock price of pork stocks. Thirdly, weak correlation between Chinese macroeconomic factors and Chinese pork stock price.
format Article
author Yujiao Liu
Lin He
Duohui Li
Xiaozhao Luo
Guo Peng
Xiaoping Fan
Guang Sun
author_facet Yujiao Liu
Lin He
Duohui Li
Xiaozhao Luo
Guo Peng
Xiaoping Fan
Guang Sun
author_sort Yujiao Liu
title Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data
title_short Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data
title_full Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data
title_fullStr Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data
title_full_unstemmed Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data
title_sort correlation analysis of chinese pork concept stocks based on big data
publisher Springer, Cham
publishDate 2020
url https://eprints.ums.edu.my/id/eprint/26273/1/Correlation%20Analysis%20of%20Chinese%20Pork%20Concept%20Stocks%20Based%20on%20Big%20Data.pdf
https://eprints.ums.edu.my/id/eprint/26273/
https://doi.org/10.1007/978-3-030-57881-7_42
_version_ 1760230478114193408
score 13.23648

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