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Correlation Analysis of Chinese Pork Concept Stocks Based on Big Data

机译:基于大数据的中国猪肉概念股相关性分析

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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.
机译:本文对中国猪肉价格与猪肉概念指数波动之间的相关性进行了实证研究。首先是使用Tushare财务数据接口,爬虫工具和其他技术来获取初始数据,然后使用机器学习SVM情绪分析将文本数据转换为结构化数据,以对数据进行预处理和标准化,这有利于SPSS。24用于相关性和多元线性回归分析。最后得出以下结论:首先,中国猪肉价格与猪肉概念指数在0.01的水平上具有显着的正相关性,猪肉产业链中的上游和中游公司受猪肉价格变化的影响更大。因此,投资者可以专注于猪肉价格的变化以指导投资决策。其次,从长期分析来看,投资者情绪对猪肉股票的价格影响不大。第三,中国宏观经济因素与中国猪肉股票价格之间的相关性较弱。

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