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相关论文: Can Online Emotions Predict the Stock Market in Ch…

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How the online social media, like Twitter or its variant Weibo, interacts with the stock market and whether it can be a convincing proxy to predict the stock market have been debated for years, especially for China. As the traditional…

计算机与社会 · 计算机科学 2017-05-02 Zhenkun Zhou , Ke Xu , Jichang Zhao

Recent works have shown that social media platforms are able to influence the trends of stock price movements. However, existing works have majorly focused on the U.S. stock market and lacked attention to certain emerging countries such as…

计算工程、金融与科学 · 计算机科学 2018-01-03 Xi Zhang , Jiawei Shi , Di Wang , Binxing Fang

Sentiment analysis can be used for stock market prediction. However, existing research has not studied the impact of a user's financial background on sentiment-based forecasting of the stock market using artificial neural networks. In this…

统计金融 · 定量金融 2024-03-05 Ziyuan Ma , Conor Ryan , Jim Buckley , Muslim Chochlov

Recent years have witnessed the tremendous growth of the online social media. In China, Weibo, a Twitter-like service, has attracted more than 500 million users in less than four years. Connected by online social ties, different users…

社会与信息网络 · 计算机科学 2014-10-17 Rui Fan , Jichang Zhao , Yan Chen , Ke Xu

Predicting stock market movements is a well-known problem of interest. Now-a-days social media is perfectly representing the public sentiment and opinion about current events. Especially, twitter has attracted a lot of attention from…

信息检索 · 计算机科学 2016-10-31 Venkata Sasank Pagolu , Kamal Nayan Reddy Challa , Ganapati Panda , Babita Majhi

The Web is a vast virtual space where people can share their opinions, impacting all aspects of life and having implications for marketing and communication. The most up-to-date and comprehensive information can be found on social media…

机器学习 · 计算机科学 2023-02-15 Melvin Mokhtari , Ali Seraj , Niloufar Saeedi , Adel Karshenas

Nowadays, massive useful data of user information and social behavior have been accumulated on the Internet, providing a possibility of profiling user's personality traits online. In this paper, we propose a psychological modeling method…

社会与信息网络 · 计算机科学 2019-07-01 Haiqian Gu , Jie Wang , Ziwen Wang , Bojin Zhuang , Fei Su

Weibo, as the largest social media service in China, has billions of messages generated every day. The huge number of messages contain rich sentimental information. In order to analyze the emotional changes in accordance with time and…

计算与语言 · 计算机科学 2014-03-31 Duyu Tang , Bing Qin , Ting Liu , Qiuhui Shi

In this paper, we propose a model to analyze sentiment of online stock forum and use the information to predict the stock volatility in the Chinese market. We have labeled the sentiment of the online financial posts and make the dataset…

社会与信息网络 · 计算机科学 2017-05-09 Yifan Liu , Zengchang Qin , Pengyu Li , Tao Wan

In this paper, we present computational models to predict Twitter users' attitude towards a specific brand through their personal and social characteristics. We also predict their likelihood to take different actions based on their…

社会与信息网络 · 计算机科学 2017-04-18 Jalal Mahmud , Geli Fei , Anbang Xu , Aditya Pal , Michelle Zhou

Financial market prediction on the basis of online sentiment tracking has drawn a lot of attention recently. However, most results in this emerging domain rely on a unique, particular combination of data sets and sentiment tracking tools.…

统计金融 · 定量金融 2012-04-19 Huina Mao , Scott Counts , Johan Bollen

Financial market forecasting is one of the most attractive practical applications of sentiment analysis. In this paper, we investigate the potential of using sentiment \emph{attitudes} (positive vs negative) and also sentiment…

计算与语言 · 计算机科学 2019-03-14 Andrius Mudinas , Dell Zhang , Mark Levene

Emotion and personality are central elements in understanding human psychological states. Emotions reflect an individual subjective experiences, while personality reveals relatively stable behavioral and cognitive patterns. Existing…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Jingyi Zhou , Senlin Luo , Haofan Chen

Being dominant factors driving the human actions, personalities can be excellent indicators in predicting the offline and online behavior of different individuals. However, because of the great expense and inevitable subjectivity in…

计算机与社会 · 计算机科学 2017-03-21 Zhenkun Zhou , Ke Xu , Jichang Zhao

The proliferation of interactive AI like ChatGPT has fueled intense public discourse surrounding AI- generated content (AIGC). While some fear job displacement, others anticipate productivity gains. Social media provides a rich source of…

社会与信息网络 · 计算机科学 2024-12-25 Qinglan Wei , Jiayi Li , Yuan Zhang

The impact of social media on the modern world is difficult to overstate. Virtually all companies and public figures have social media accounts on popular platforms such as Twitter and Facebook. In China, the micro-blogging service…

计算机与社会 · 计算机科学 2021-03-17 Zidong Jiang , Fabio Di Troia , Mark Stamp

Microblogging platforms, of which Twitter is a representative example, are valuable information sources for market screening and financial models. In them, users voluntarily provide relevant information, including educated knowledge on…

Being able to predict stock prices might be the unspoken wish of stock investors. Although stock prices are complicated to predict, there are many theories about what affects their movements, including interest rates, news and social media.…

机器学习 · 计算机科学 2021-05-05 Roderick Karlemstrand , Ebba Leckström

I explore the relationship between investor emotions expressed on social media and asset prices. The field has seen a proliferation of models aimed at extracting firm-level sentiment from social media data, though the behavior of these…

证券定价 · 定量金融 2024-04-08 Domonkos F. Vamossy

In this paper, we design an integrated algorithm to evaluate the sentiment of Chinese market. Firstly, with the help of the web browser automation, we crawl a lot of news and comments from several influential financial websites…

计算金融 · 定量金融 2018-09-25 Junfeng Jiang , Jiahao Li
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